{
 "metadata": {
  "name": "Filter visualization",
  "description": "Extracting features and visualizing trained filters with an example image, viewed layer-by-layer.",
  "include_in_docs": true
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here we visualize filters and outputs using the network architecture proposed by Krizhevsky et al. for ImageNet and implemented in `caffe`.\n",
      "\n",
      "(This page follows DeCAF visualizations originally by Yangqing Jia.)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "First, import required modules and set plotting parameters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "\n",
      "# Make sure that caffe is on the python path:\n",
      "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
      "import sys\n",
      "sys.path.insert(0, caffe_root + 'python')\n",
      "\n",
      "import caffe\n",
      "\n",
      "plt.rcParams['figure.figsize'] = (10, 10)\n",
      "plt.rcParams['image.interpolation'] = 'nearest'\n",
      "plt.rcParams['image.cmap'] = 'gray'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Follow the [instructions](http://caffe.berkeleyvision.org/getting_pretrained_models.html) for getting the pretrained models, load the net, specify test phase and CPU mode, and configure input preprocessing."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "net = caffe.Classifier(caffe_root + 'examples/imagenet/imagenet_deploy.prototxt',\n",
      "                       caffe_root + 'examples/imagenet/caffe_reference_imagenet_model')\n",
      "net.set_phase_test()\n",
      "net.set_mode_cpu()\n",
      "# input preprocessing: 'data' is the name of the input blob == net.inputs[0]\n",
      "net.set_mean('data', caffe_root + 'python/caffe/imagenet/ilsvrc_2012_mean.npy')  # ImageNet mean\n",
      "net.set_channel_swap('data', (2,1,0))  # the reference model has channels in BGR order instead of RGB\n",
      "net.set_input_scale('data', 255)  # the reference model operates on images in [0,255] range instead of [0,1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Run a classification pass"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "scores = net.predict([caffe.io.load_image(caffe_root + 'examples/images/cat.jpg')])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The layer features and their shapes (10 is the batch size, corresponding to the the ten subcrops used by Krizhevsky et al.)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[(k, v.data.shape) for k, v in net.blobs.items()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "[('data', (10, 3, 227, 227)),\n",
        " ('conv1', (10, 96, 55, 55)),\n",
        " ('pool1', (10, 96, 27, 27)),\n",
        " ('norm1', (10, 96, 27, 27)),\n",
        " ('conv2', (10, 256, 27, 27)),\n",
        " ('pool2', (10, 256, 13, 13)),\n",
        " ('norm2', (10, 256, 13, 13)),\n",
        " ('conv3', (10, 384, 13, 13)),\n",
        " ('conv4', (10, 384, 13, 13)),\n",
        " ('conv5', (10, 256, 13, 13)),\n",
        " ('pool5', (10, 256, 6, 6)),\n",
        " ('fc6', (10, 4096, 1, 1)),\n",
        " ('fc7', (10, 4096, 1, 1)),\n",
        " ('fc8', (10, 1000, 1, 1)),\n",
        " ('prob', (10, 1000, 1, 1))]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The parameters and their shapes (each of these layers also has biases which are omitted here)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[(k, v[0].data.shape) for k, v in net.params.items()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "[('conv1', (96, 3, 11, 11)),\n",
        " ('conv2', (256, 48, 5, 5)),\n",
        " ('conv3', (384, 256, 3, 3)),\n",
        " ('conv4', (384, 192, 3, 3)),\n",
        " ('conv5', (256, 192, 3, 3)),\n",
        " ('fc6', (1, 1, 4096, 9216)),\n",
        " ('fc7', (1, 1, 4096, 4096)),\n",
        " ('fc8', (1, 1, 1000, 4096))]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Helper functions for visualization"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# our network takes BGR images, so we need to switch color channels\n",
      "def showimage(im):\n",
      "    if im.ndim == 3:\n",
      "        im = im[:, :, ::-1]\n",
      "    plt.imshow(im)\n",
      "    \n",
      "# take an array of shape (n, height, width) or (n, height, width, channels)\n",
      "#  and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
      "def vis_square(data, padsize=1, padval=0):\n",
      "    data -= data.min()\n",
      "    data /= data.max()\n",
      "    \n",
      "    # force the number of filters to be square\n",
      "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
      "    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
      "    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
      "    \n",
      "    # tile the filters into an image\n",
      "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
      "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
      "    \n",
      "    showimage(data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The input image"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# index four is the center crop\n",
      "image = net.blobs['data'].data[4].copy()\n",
      "image -= image.min()\n",
      "image /= image.max()\n",
      "showimage(image.transpose(1, 2, 0))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RmTD/h556AXIpjitBH7mezTJ2KT8g3eQzP1ASIcpYwXpKY0nYtggRZhMUpUJfa2aDkqif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T58NKqsizwd2ItQNMeYyKHd3UgCwgkmLHkmRU7hLVVMmoDg2ycWb58Efi9pamOMouShlu/C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\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/+U/+2oYmIR4QKRzLI02sjSBSw1WNe4mIrCZurFdXbU++fNkFKIxGi5kgWNsJ2kNVGrum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\nCf7X//oXERFp1G0+d3Q+zwlN7uveViX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       "text": [
        "<matplotlib.figure.Figure at 0x10d0961d0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first layer filters, `conv1`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# the parameters are a list of [weights, biases]\n",
      "filters = net.params['conv1'][0].data\n",
      "vis_square(filters.transpose(0, 2, 3, 1))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HsnuPT6BhpP/ARhMFuOtruPHh1MmwX3/7sWOQp1rDDRtjzpC3VCAbERyjo0ToTZ5v1Jly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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13612df90>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['conv1'].data[4, :36]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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+aB+3BWsBGl82mzUZH7AZvHbwGViUZrOp7ANMHZxRGUin09oWsEFWButsNuuZ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FhY+MWH36TKaSyDVqtlL7/8crie2bHrxr8cThPxZ6bbrVwdvmgx59fKRU3gJafy1vBDgb/ZDQH0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bk5bTCm1j03idXkYXjfcQoIe3IkzV2DFxq/gOxm6eqrrw5OfDF27typmj7D2txupPL5fLA5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\nFu2DxVhs1WkEwITLGBoa8gKf+60Zx0BbSqWSyiXaZcUEsGUFzOr79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       "text": [
        "<matplotlib.figure.Figure at 0x1024fe090>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second layer filters, `conv2`\n",
      "\n",
      "There are 128 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "filters = net.params['conv2'][0].data\n",
      "vis_square(filters[:48].reshape(48**2, 5, 5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0vzuvmqNWAfPO3EFL6ws5BltgaNfyy/LKGnOdQ8BnrH9o3PTtiEPGRv98b9eu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\nZsxo8/gdQWq+jUUreVymxRalLOrMsuefbf+Ots2sAAB+YKnms61ChvM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NAAAg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\n1k/7BsAeRj8v6JfrgWVZePb8OqPQWYG7du0ayyKM6HsB22sjRnPK9dhaT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dZbb+3kdrwB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\nxcV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c3/Gb9+s973lPRIy/53ekP5xi5p9yhg+A9wtOIb9/t9fMvG9TU1O92CV+gyy07dgO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7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\ni8T/A2aklexSCttuAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1024db950>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['conv2'].data[4, :36]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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1mv45OXPmTNGHU3mMRAEAAATgJgoAACAA6bwcDAwMlPK6M2fOLOV1UR9mzJjh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\nERGRJmiIEhEREWnCXzB0i7d94yEJAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13061bad0>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The third layer output, `conv3` (rectified, all 384 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['conv3'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XuF5UztrYKEBBYg5ASeP4KErcl9/HmjVrBs4PzOF9ZbG1jfWZFF33iqvFlU3a\n3eMifc/DWrADXofdo64tXmuvK9x3KlJJkiRJkiQTZptQpBz23vvGN74haW5ti66ZINsq7GcFfWdA\nePwBihRKCgoJXiEZRPQLMTuuSNGPVHUm3uLSSy+VJL361a/u7ybGQFR1ugR10ti3DCWQdi0pUYCX\ndc8990hq1AlXoGqzC4HMllro10ngMRyjOn5XUAuXLl068P9aqBAd4coDGbHDXrfHRWLjvEbKBoqI\nK3jMKV7TbPfddx/4OzZcymqMlKhVq1YNnN/jPcfNsDFhbYkydLtWlHfGncFLPbOuoPLz29SXgpmK\nVJIkSZIkSUcmpkgtWbJkZnXJc3i8DZ7f8ne8HpQNMmd4HoxXh+cdxTQRQ8Iq3VfT0T5NxAUMu8/P\nqHAvjftAIfLaHyXFiswO2t8VjFtuuUWSdOONN0pqnjPzOW/HKJ4DpaOt4jEs2AmKWm3GVAm8/pKC\nRPsA7c11YP/YZ1SB3jOyiL+gf/m7f/+tb32rJOn888+X1Hj/xO2gKO29996Smjgb+pl+xT6wB/rx\nxBNPlNQobCVQGxhn2BFqBtfHfXh/Easnjd5DRhHqutsBY9H31hs1w7aLZxfi0fP/qKYffUff8gpu\nI6i67IGG7RFnyVx/2WWXbfV6eSrB+VDJ21aSHxZXgxkbH/rQhyQ1MW+AXVFTz3d74LeNmDTal7Ff\nO+b6wuuqobihqnNdjN22NRiZC/i+z6k+Z/jc6WsBfitRovg+czJ/5748CzIiFakkSZIkSZKOTD08\ngTSHqakpTU9Pj/u0SZIkSZIkrZmeng5jqlKRSpIkSZIk6cjEYqT+4R/+YSZDg+fgPE+mxsgdd9wh\nqXmOTKYLz1+J1fBMncWLF0uS9ttvP0mqVr+GrUXCeT7/+c9LamJOuD7iInh+z/URb8D1EzPDc3Du\nk3YhVuyoo46SJJ1zzjmS4tgw39eK5+pUF66tdsz98cpz6VHtaM55zjrrLElNBXTiMchWJDMJiC/w\n5/LEDnG92B2fe93rXjdw3gjuG3slpujrX/+6pPpqv35//j3iDYiP4O/EBHmVbbJY+bzHxXj/ATFW\nJ5988sBxP/CBDwx8jjpfjA9i5JwjjjhCkvT85z9fknTmmWdKauJsiIPBDjkfGVW33XbbwPGIs4jq\nxzG+Tj/99JlzYBu+2z0xJNjAkUceKamZM/g82WQ+NukT9uwal7Ie9V0t0X6YUTZcyTb7hvN94hOf\nkDQ3jpDWKk/8AAAgAElEQVTYNOY4YqiOPfZYSU2m6lVXXSWpsRnum5gXxvqb3vSmgfOOGs5zwQUX\nSGriCrlO5izslvhDYni+9rWvSZo7x3vNQNrttNNOkyT94z/+o6RmjqcdiHdkD0bmsptvvnng+Mxt\n/J04YeyB3zDGetf2rM22nT3WJencc8+V1Nz/05/+9IHjMFfy237ddddJatqVOFDu54YbbpDUzFH8\nhr/kJS/Z6nWlIpUkSZIkSdKRiSlS3/72t2e8Ayows3pklY5igueKN0imCF4hq0lW2SgNbekrXCzy\n1AHl4vLLL+90fLwzFKlS5XXapa8qrngneEN+XPqVDJRStiPeAsf1zB76F+UE7zPKPsQ+vCqzXz8K\nCN5hLagUvLqC0pbI249qDLl3zmtb1QBvFKXyhS984cDxUCtQQF/0ohdJatpr06ZNkpr+YjzivaGM\nec0ar7OFYrh8+fJ5r5PMGW93mN2/9913nyRpw4YNA5/Fs/QMUWyINrj22msHzslcxDme85znSJKe\n9axnzXutfYEi0VcWYlRPqFStftRKlGe10d4oC9iGZ5aiYqLy0+9cL3MTSiOKDDXbJgW/aYDKihLC\nXMicWapJ53/3jHN+ayKYu6LfTOZSjutZerWVzelXniagFHL93Dft4UoyCpGr8J79ynXyG0R7054c\nj7mVudRrADLn1WYZpiKVJEmSJEnSkYkpUrPVHzxXvEBWratXr5bUrIpZPeJdoWB5bFHbytKA98Jq\nlFWrx+CUwEPnOr12xbB74eGVwYEHHihJuummmwbO43TdX8lxBdDh+LV1t7he+jE6bq1yhHcawfWP\nu35V33gF9K7fZ2887JRXYhKJz/j7v/97SU0sFqAUE5/RtnI6EL902GGHSWpUCOYF+hUFez68Bh22\nxdhmzHEMFApXKrinZzzjGZKaucD3LRwVzHnMaV1B8SG2pFQzDWUgguthjA+r4nsdJWyAuR4FhLkU\nm0DBieA3hbmS/h52n1bsCjtrW5keFZgxxtilX4gDJXaHOGHGKGoxShD3R3uh5LXFn2pgL9yv11dq\nC+3OcbAj7h/FCntyu/LYxRLMRXyP/nJlluvw86Fk1e7SkIpUkiRJkiRJRyamSD3mMY+ZWS16ZWZW\n2WRm4E3wPJdVpa8mOV4pZiiCeApWs6yW2ypSZDLwfNp3eic2x6vA8jwWRYtVNN/Da/HntnhxJe+w\nr/2VRg2KZMSwih6Me5+oCBSXthXWa71DVzCBcUTcgdsd9o9duRIFfB6vk8wjj38pQewb45q4DT+u\nM7taNef0tvTYmRIoANw78XZ4qsxNxAF6dt+wY425oTbLLoLrR2VnLotipkpzSPS9rng7cfyuTxWw\nRZTErsqRgxKJUsRvTNvjEtMTZUpjn9gRcYf0m6vtPgdip8BvTSnWhzmXOcD3VIzmWtq5FuzLVXTW\nABD1v88pfM9j6FDUOA7tiOLK+bE3ny+izOeIVKSSJEmSJEk6MjFFapdddpnxFoip2LJli6Rm9c1q\nEC8w2jeH7/uqsy08f0UBa7svELAqZhXvXhfPs7lu/zv3gbfLcSLFYlhvqyvuDfSF71TPPlt4ScRQ\ntVWkyAqjfxfK3olRv3K/jIOu9boilQHvDnvzvexqlV28O7xsvucZNn5e90p9jz3GN/aAUuxxEnvs\nscfMv7ENPHdUO+aUkq3iweNpE4sSZQzi0XaNHYmgDegb8JiVElxf7d5+bVXEYXHlgb6kn7wGXAnm\nUu9nlJauTyuIx+U4Xccic7/jvxlcv7cDn+M+StfBdUe/ZZ7BzG+JZ0E6vodeCRRW7Nb73eNi/beF\n63QFzGMIPZMZGJ/EkKH8lbIaa+0uFakkSZIkSZKOTEyR2nHHHed4CayaXamK4g1YnfN8l9U0q+W2\ncB68QTzsyIOOIKajFCcReRO0A6+eKeR1liZF3/ES4M+lUeZKz+sd35GeGB/6BTur9arGTa3q0PU4\nKEa0B17ol7/8ZUn1NWJoPxQ+VwM4D0oSyhL9TP8wHhhvXJfvWIAdoJxhH1JjG579U1u9n3Ny78Sc\nYOuu2HSN5SnBffj5hq3rxG4SKHSuVtZmXLpSFilypar0xAcC9bz4POchc7QWlAaUFhSIrkoS9YmG\nnfOwVcaIZ3ID/Y4yw//bKp8l+8SeyFqttWf6x5+GEDvoCihjl7Feyqz2OYR28npXvM9TKH4rozmP\n8eyxZMOyMH9BkiRJkiRJtgEmpkg99NBDcyL18WxZZeLherVWwGv048zO4umC17ao9WbBvUhWy7zi\nJREPwOrdq94Cq3zfh2lbg1gXlKLoub17I7feequkud4Y3qq/v88++wwcBy8oikXaVrIZuxKpGJ55\nhF2xx2MtjA+8VPf6GY+cj37j1SugR+fHm8d+6PfZ/Y8nylzCZ/H4GWP8HQ+X+Eze5x76to22GZre\nd20VCbIPgbFBn/t11CpStdfBmI/iKX1uRfHxGJeu+6ASQ4MddI2LJK5yazXMaoh+S8i8Jo6TsXj3\n3Xdv9Xslan8L+1JWGWeMI68X1VURxC786YHXM8Pe2Hmgba1A5gPfm7FEKlJJkiRJkiQdmZgi9YMf\n/GAmgt4VJf6PFxJ5byhS7kV1zSLDQyYmozbWyWF17LFVvE+MCN4i3kakSPHcl9VylA01btq2CzFt\npcwg91oi7zeqRYJdeCwV3oorJI9WvJYK/YJXXLuHIOOG+BbsG3znga7jCu+QDCCU6tlxGsQPMmZQ\nInjlfdRQxh5jkzguKhr73DJs3Nqw2X21bYbyRd0j6kjRDtdcc8283+t7THC9jD2fm/1+aB/GLrZJ\nP9S2H2OcjF+48847q699EtD+ZLFFvwm1EBNHDBTHb1tDL6rd5zFuwFzCXI7KTH9iD9F1uALJ3F6q\nP8VxuyrJzB+clzmtRCpSSZIkSZIkHZmYIiU1niyKE688HyaWCA8Wb9EVKlafw+71hbfjWUNtYZXu\nsSCscj1rLKo8zf3gnaC0uMfflrZZiBG1GSx4Cdx/KT6k9rj+Oa+94rCPFRk92MlCyYIcN3hbqDT0\nC7VaGIel/a0Yp1E2JTFQjK+u1b/5PP3H8WbHzXiGK/fEZ7hW3ufeUMuiuE0YtmbasDFXfn0RPrew\nb6LHoZagXXys1cYs8TniTfl/ZCsoGMxNtHdbRYo5Dlvz40FfuyT0BcqNt6vXr6qNsfN9XmlH2qX2\nt4D2QenjOnwXisi++X6tEub9R79Rh+vII4+UFNeORKX2ulsR3BeZ3Si4uddekiRJkiTJiJmoIsVq\nkdUkq1Dex4vBc472xWE1yfNgVpNdYZVNJkPXHc6JacJL9towrKZRALzmCt4nsSCsysnw6Apeed+1\nNCLwgrtWnG9LlCHk7YZXNeyO8Nsqvg8Z6gx2W1IGsWu8XOwXxRTvlP5g3LZVZTg+43BrqgR9yWfx\nyL3aOqqxq8PcA2OTOEbmghUrVrS69r6pVcS8jfHsqR9Vm6WFYoOqCLVzIu3uyhRzoStsZGYSB+fq\nZW32GraJrXDc2j3dJoWPGa6/a7Yh9s+48Axyz6qL8N1D+J7HSEXZeW1jsqIYKq+Ajj0QC4jdlPY0\ndGhv2otxQjbv7N0T5iMVqSRJkiRJko5MVJFi9YeihBKEAsWqtFTfhl3jOQ6r5NqIewdFDO+grXLD\nahgvgFU11VyJ1cEriDz06LzD1jIZlxLl94d30LWWiBPFb7jX7juB+/uPNPCuaPfVq1fP+zn+7soc\n7eLxBb5jAPt4Md58RwL6weMT+DznLSlfUVyQZxlKzZinjgwePXMENsA1ulpMG6Cq0QZcq1dWbovH\nKLVVu2tjhFD/qMFGn37lK19pdT4yq12RagvtR4VrbM/jE1ECUEldva+FdmbO4dXnhmHjREcF7UW/\ndZ0zsd9ly5ZJatqReFvs3etN8dSC9vLvcT1uFyW1uZStB5Gd+5zNeKbGos8tJbtBqYzmoFolLRWp\nJEmSJEmSjkxUkfrqV78qqVGc8E7wQIl1YtXI51h9AqvPW265RVKzKp7tqUqxguGQGdB1X6XSjtIo\na1StpabNIy1WB2+bVX3b5+Qlavvn4IMPliRdeeWVA++P6rraghKLfaPgeG2jWg488EBJTXzLunXr\n5v0c4wpvHRWDzBW8QrxV4otQklF5br755oHj4gUfcMABA/cBtDeqD+eN7J/4B6C9iIc46KCDZv6G\nwuSxUigU1OWJPGru7ZJLLpHUzBn0CQrGscceO++1liALiD4tKT2egez7TpbgPMxpruqXFALPZqMd\nUapq1XGyBhmLKE+eFcn1do0JApQsVPFhj9eVtWvXdvqeq8Vd4TgoS16jkfbnfRRX7M4r4DOuGGce\ngxQpUl7hvjTnRnP77H01Z98HsVMeQ8V9+L6rQKX/qGbeddddJ0k6/vjjt3q9qUglSZIkSZJ0ZKKK\nlFc95RVFh0h5VrOlPcBYxboixPPhF7zgBZIaRQtvy1fteJ2+A7d7g3g5betW8X0UOc9CJPYEhYLV\nsu8jNipcCfRV/rihfdt6Z2Rc9RWT1RYUVuwSby7ai5H+JhbJ7c+VWAclyOMdUFNQgBhP7EMVHde9\nOa6HcRJlxFx44YWSGkWK86JwMb585/gIVCWuE6+S12uvvVbSL2vLMFYYW0CsBG1Dm6OU0EfED3Kt\nfI+28MxPVDrmEmyNtvIsNN9rzz1kvoen7HWxsAWPB+X6/XjeVg6qvWc5AvdPhXDPjqJiNnGhHm/n\ntk5lcdoRWz/kkEMkNXMPx8dGsLna+kmuhnMfHmPDebED2pXvoZBxvdwfcyK2zG/MqlWrJDX95nOP\nn7+rGl77dIXrdwWUdmQf1zVr1khqfnO9EjrtTwwicxWqN6C4MhdxHleiiN2LYgSxA/+ez22lGEPa\nP/oNuPHGG7f6/VpSkUqSJEmSJOnI1MNdiyQNc9KpKU1PT4/7tEmSJEmSJK2Znp4OFbBUpJIkSZIk\nSToysRipcShSnGNc6tdCPR9xAGTKeEwMNUN43s9zbZ6/swo//fTTJUlnnXXWwOdLRBkTEFUi577O\nOeccSfF+SRyfeAvusy1RexIPwPV5HEkJYoR4Tk/czBve8IZ5zzcqOE/Uf7QjNZhoR+KFiMchxo9s\nU4f7Pe200yRJ733veyU1cQ5eI4a4B2IDqeQf9SOxZ56JNT09PXOPfIbYJWyY94nd4V6IaSEGxOtO\nOZznIx/5iKTha7uV4Hx/8Rd/IamxpVKMTW0sDTFgvL7tbW+TJH384x+X1NTAGxXc35lnnimpiRHj\neji/97nvY0q70M8rV66U1Mwd/P1lL3vZwHlHzaR+Gxjr1O/C7skYh+c973mSmnbfsGGDpGYM8n3G\nKv3A+Dr11FMHzjtq2v72cf2XX365pGY8EBPGfTL3EIdM/HTpPKlIJUmSJEmSdGSiWXvjhtonZNqQ\nWUCmBR76Jz7xCUmNN7fffvtJajxyvCRW5xdccMHIr30YPLPCIRPnqquuqjpe22rApVo5pf3DSt50\nKTOpa9YfcH2oE3jBtVWm8drwcjzzpJaTTjpJkvTZz3620/ch6j/aj0yW2n3dHLw6KNVHQ+EjKzdS\numBr+2fRN9i818WhD8hioi9QMz1DEaUJ2/Fze7X3UdN2/8/aWmtRJehRK1EOCgC1zEpjNhqDKCYo\nDShSbTOsI7V8W4GxTkXyqL0uvfRSSc3TChRZPu/9wN8j+2L88RvKeGKXBd/rDyWYfmLO9PO0tUcy\netmH12vyMR/4nNV2P9BUpJIkSZIkSTqyTSpSbRUBoEYMr3ifrLapXcJzU1bNvoM2z99Z5Xfl2c9+\ntqSm5o3vlN5XQiVeLDEoxFWgtLXdP+wZz3iGpO6xSG0p7YmHqoC3iTeKF0L/1u4x6Ps14U3hNfG8\nHeXEawtRUwbvDq+QOJy2ihR2iTeHl4Z9HHfccZKk973vfZKGr03D/ffthZdi5UpKFGzNW2ROwDZp\nazxk2gZPlHpA0TH5PmPeFSn2zSztZtAV+gTazgnYbq2K3HU3hxK1qjD94vGEW1Mh54Oxhi2jZPA0\nohavCM5c1PZ6Jg12VFLY3I75HnGPHksX1fXyivjUlwLakbkNu2PnAR+vw7a3z9HUqaqtZVciFakk\nSZIkSZKObJOKVFslKgLlh9U5nr4/R6dqL5WyUXjw8kqKSQTPZVkdo7SxKu8LnhPjjdB+nKftzu7j\n9sb8+bWDYoh3RBYi1CpRQPugUqBwuTfn6gD9iFfNq1dJRpmpBa/p85//vKTGHg877LCB66tVotzL\n93gFVAy8974q23fd78xj/NzbnQ1jCPWQa+c79CHZXHjEtOmWLVskxZmrrmiUqs0PS1eFiPtEhfa9\nxKhozX2DZynWxgjtv//+khq1ljkRhYO+L81trgxGc01JaeM+PMO2bYwUcP/DKnbDxmt2pXZvRocY\nQDKXmcNqK8wD981vDf2GXXgleP7OeX3Py7ZwHxwHu2gbCxWRilSSJEmSJElHFrQiRSwOq1mvfdEW\n4hlQBHjuyyqVrCHOx2oVDx7vjFUyChXHaQuZKV7LhuOVlJhaWN179lTXuI6uXsGoIR6CbMy22YVA\nf+NVc1wUJ+JlOA/9RPvidfN9FBW8II97qQVlDbvctGmTpGaH8lrcy/caPHiJ1JNi3BB31FbhA1SE\ntt447cp+aPx/Pm8SNRElyust0Qd33HGHpGbMcWzmAJQt7jVSUjjOqPAsutr4SRQU7sfrSdEXpTpT\ntft6Et/Gnm3szUf8Z1eVPVKeUBx9H0bHbb3r0wPoGn8Ik9r3s6sShl0QR0t7+56REa4E0R/0A+OU\nOZW5lM/1FbOHAotCy3Evu+wySeXM4hKpSCVJkiRJknRkQStSeMbUf0IR4DltreLA91gd8z08Wl55\nn1Wxe214Z6ymo/iB2tW/P7fG+zzggAMkSZdccknN7Q1NFC+xreHec9caPyiWnqHi/e/ZjtQcwkvz\nSt6oH12vi/NTrRcVAG+qLwUTu8XLd29x2OPSDm3jNhgfNXENperznsHLHAOojcR04MH6mO4rXjPC\nj8+c5MpIpNwwV3rcHqA2bt68ed7z1/YRGcznnXde1edrieZ4j+eLcPW8bZweyhc2R394fKxnDI/a\nLtrSVZFibmEu4GkJ2awlRYpxRD+4csh10c5k16G8EsPInNEVYgR55frb7lIRkYpUkiRJkiRJRxa0\nIkWmDd4XGSGsUj0TJQLliFUuXgxKkseG8HyW1TSrcvdKWdV61lvXTACeOxOvUaq7U0sUV+HK2rYO\n/Uk/ds0SQ/nw/sYLxYsilgpoR4+dwmsrec8l8OZ4xT6oL8W4IEtzWMgW7KvWCpRUDlQS4nu4L2/v\nGlz9YowxdonRIIYHxYY5gL6rjRUaNYxlB4/ea94xdzIn8X1sHFUVJWBbqeDNGGtbV6ttLAz9v2LF\nCknNnECcLHPBlVdeKam9EsUcPGzsVQRqMnNF11gg4jGPOeYYSY2CG2X0MmYhqhHH3Op1nuhX2qXv\n9ulLiYKhZvYlS5boCU94grbbbjvtsMMO2rhxox566CGdcsopuu+++7RkyRJ95jOfmTH6JEmSJEmS\nRxJDLaSmpqZ0+eWXD2StrV+/Xsccc4ze8Y536Oyzz9b69eu1fv364S7y/3vynoFRW+MEL4Ln6sSo\nsBpmtYzX5rVG3OvhvChmrhh1zRYjS4rrGFaJAu7br4tVPvWztnXwtrnPrkpK5P1wXFe+iA9BgfJs\nPdQM7Kpr1p7D/Y7Ka5sUZAfSTnjVtKfXtNka3tbMBfQhcwt9g3LlbdlXvZlh4d5R68DVdAcb5H5d\nueL+h1VNh4W+LqnJt9xyS9XxiI9FcWwbn+h1jrALatXx/66ZzD4nR7FMnkle+xvDXISCxP20/W1B\neeI+GYv+W4n9YKfcB+Ow7RzlWX+jgv6s3V3BGVqv9kXGhRdeqFe84hWSpFe84hVDb7CaJEmSJEmy\nUBlakXr+85+v7bbbTm94wxv0ute9Tg8++OCMF7Bo0aJeqnSzCvdYpVrwvnhFUcJL4/+sejmfr055\nzow329cqmUefPFfuu1py5L3gVeBtDbt34ELBa+90xSucY3d4VbQrygheHt4Y8TjYHWpH1zgU7I/j\n0n/c77C1UBYKeLE+TlFhapQoIMYFz5Y+iDzlqK5S31Xeu0Jsl2cdlXYbIBaKMU4bYjueoTwp+lbE\n+spkpX25PmyR49cqLZ4BjJ0xlrFLV6T4jWirmHgFb54eIYC0VdLI7vT4YmBucpgTa3/baGfsFmXN\nldi+6KpEwVBWe9VVV+lpT3uavve97+mYY46Z2awVpqamwuDIJEmSJEmShQ6FOyOGWkixWtx11111\n8skna+PGjVq0aJG++93v6qlPfaq+853vzNn3rAtRdeJaWD2jjrEKx0vFayXmCS/Bs4v4PjEcXM+w\nXg/PrVltj8vrxSt6pChR2AmxUdxf2/gW9xaB49DvfA4FFkUKO8Kr8lorXWvMcFyUJ7w07Jgq0o8U\nyEQjbqaLuo3CgqKEEuNV6r1qvJ+rrwrLw+LZTCWwQdQ97peYGRSKyFbHTd/7eHo7DRvLhKLErhBt\nbTKq44TgEFVejxQTj33z49OfzBml80Qwjlzt930wXU3m74wrxl9JlXfljv93jT8eluc+97nasGFD\n+PfOMVI//vGPZ4z+Rz/6kS6++GKtXLlSJ5xwwkxRtvPOO08nnXRS11MkSZIkSZIsaDorUg8++KBO\nPvlkSb9cJf7u7/6ujj32WK1du1YvfelL9dGPfnSm/MGwDJuNxKrcva3SDuKOe0te+6IrPP9m1T6u\nWi4Ldc+8YUE9QIVo+/ybdkGRxLvCDokDwMvDfmqz6Lo+7ua+2IPSVZW+6z1NGrxf2rvLuPC4NsYw\nNelQzFGF77rrrnmP01cGbQmv2O2lY/bee29Jc/f/BBQB1EnPNPV9RrF1VFLPwho3fdfr4qkJav8e\ne+zR6TjsqeiZwW1tMtpHlacsbSt48/lSfCTXi720zWymHT27zWPavPK713GrrfvFbzX70WLvC0UZ\ndjovpJYuXaqbb755zvtPetKTxra1SZIkSZIkySRZ0JXNu4K3WYLnxHhBpX2IUADIriNzZtgYI46L\nlxJ5xcnWYWdvvGyUDOyhNmOE5/h4T3hhKIZ4WXhN7LFX620N63XvtttuA+cd1b5eqBNRBf9RQ3/h\njbbdm09qPGP32IlxwbPuK7trWPC4efUYHOLhmHOYw+gjFAdshP+jYmKzKCvYOufpO2suyoKMOOKI\nIwY+T1wg14fNl1i1apWkpjYfca1di0PXxuWyywCKoKvPkZ1FT01K1GbqclzP4quFWCePU47mHvqN\n8cfcUfv0hyw/FLxJx+6VWBj7HiRJkiRJkmyDTFSRwoti1Un8AooCCgPxC6yG8Sr8fZ7/49UAsTK7\n7767pMZL4BUvAY/XFSb2/kLh8JiYqHZGLWTpdfUGlyxZIqm5fryN2uw/FBbfU452Hvf+W22rD9P+\n3IfXcar1YuHEE0+U1NgTdur7bOGl3X333ZLm7sFIO+JN46URb9AW7A01hf4dVVxLVNNmXKBmEMfR\npU4W6jHKjFfMHlaJQi3rO9ss4qqrrpI0d46irbwCNzaK7aGakrWHooWt9pUVRdwec1NtJXKuk+si\nTo7jECPmcxztwdjac889JTXtgA3fe++9kqS1a9dKan5jyBBlrqNfiYNljDuoy5T+QfljLud+INr3\nlKcS3FcpdolYL9qJz0fKH+ftmhFO+/ouDqXPc30oSrVKGNdZul6vXM848MrrXAe/kVw/32dOZxzz\n/+qnDFWfSpIkSZIkSeYw9XDb7bP7OOnUlKanp8d92iRJkiRJktZMT0+HClUqUkmSJEmSJB2ZWIzU\nOBQpzvGFL3xBknTDDTdIap5fH3bYYZKkr33tawPfe97zniepyby45557JDXPXYnh8pitN7/5zQPn\n5Tkrz9uJ8Yie+xLPUXo+TibKS1/6UklN/AHXwXN9jkPVZuINDj/88IH3qbHC971iNtdLcdUvf/nL\nkqTbbrtt4Lr4Hs/BiUshvoH3eQ7Nc3TPVCK+4rWvfa2k0dsK13366aeP5XzAeXj1mDue55MJRCYW\n9gzEZ2DX3i/0+x/90R9Jks4991xJTWwicSFksHHeKEvOY+c8U4w4pNe85jUD9zdqpqenhz4XsTLY\nYjQWve9GDeehtAx9TZvDpz/9aUmNTb/+9a+X1Iw9/z42RzwgdXte/epXD5zXiWLDsN3aLCu3zX/+\n53+W1MxN3AdzKTZJLBhzFDbJHOvxnh4j9nu/93uSpA9+8IOS4jnZK3RzPbUZwMRQnXHGGZLa2wvt\n3DZDvNY+aUf6rbSPJf1FO9LOnOdv//ZvJTX9x28adlIbb0s78xu77777SpLuvPPOgfMx1xAHzSvt\nduaZZ0pq4krf+MY3SpL22WcfSc1cyThYunSppGZc8Vs0X6mn2aQilSRJkiRJ0pFHZB0px3eMxktB\noXLP+9prr5U0t3J55J1G3herWbzBUh2ekhLlmR2AQsb3r7zySkmN9+C1PqJq8ytWrJDUZLJQe4XV\nOIoUXp9nQEV4lVsyZyLaZu0Ny7CV84cF74l+cntEPVi+fLmkJgsR75FMJvoL7zWq9YId4t22zcr0\nivh8H69/IW9UjodM1hNzAMrDmjVrJM1VdRcKqLtkpaHUoJozN2BDN910k6QmmwnFCRWTTGaUuNr7\njbIU29b7cduM9hvluvrea62UbYltR2PEx5rTtl6Tc8ghh0hqxnrf+6LyVIb2LilSpZp12BkwriK7\nQEn0OcV3keC3D0UK+C1hTqMCPePCswv/7u/+TlIzD2BvjKcjjzxy4HoYFyVSkUqSJEmSJOnIglak\nWI1fd911kuprOjhRzYsoBgSFgOfbJa/C4xSA58es4lEW2u4XhBe6cuVKSdKWLVsG/o4C5cpK14rX\nrOp5dbh+30cponavO9p7oe6nBNSq4Xo9XgIlslaxw06wO/cK6W+8O+IAvOI4akOpCjNe+LDessPx\n+ougoqgAACAASURBVN4vrU+8jhLqq9cpIj5yoeH1lfi/75WHAnDFFVfMexzmImJForpHBx54oCTp\nxhtvHHjfq+t3xWuqoQgS98lcgDLArg8lFRVVFIUkUrJcQYlwdZ/rZtcElM2u+J6AQDzqqGDu2W+/\n/SQ1Tx98P8/a+0Ph5DeBdovmmmi/V5Qqnk5E39+0aZOk5ikJT1Xob+JA+Q3ifW9n/k57cDyUUN/T\n0lm4M16SJEmSJMkCZ0ErUjznZNWPp+uxSyV8b7QSnsVXIlpVs/ol4yOqzFxSdngOjNeIEgEcH+8t\nup4SeB9kOKBwecwL3pPHxvD5UiwYx8N7xsvjviZQ2qwVKJx4O0D/tI054v4jBRFlC2XW4wdQJVxN\nAPem2Duw73gL7h9FbiHgWWR4umTmvvzlL5fU9OUXv/hFSXNVxiiWoy3YfNdq8aiOXiWfytu1cxwK\nj++F5mowY5F25Pp5bZul53vveUwWChdjjLkCRQIbc4WIuct3ieD6on4rqekeo0MFbcYc2WkRPlc7\nZEu6PRDDxm+dXye/iaV41VLl/fvuu09SY0cHHXSQpCYzvK0yi73QL9xX7T6Z9De/iRwn+k3htw87\n4nPMebU7FzCnonBxXBTZVKSSJEmSJElGxIJWpK6//npJ9TE2EdFeeHgDrJa7xhRF3g6rY7ypyGtj\n9c/qGa/TIT6ADAPAe2FVvXHjxq1eb7QjO8+NeT4eZWFt3rxZUuPNtMVrkABeU9d+GBd4K8TTcB9t\ndziHqD8AZZY4Bs8owzuP8Ni5Ue3NxzjDC14I+JhDLUSNQ2lyxcUZVokCbMPr5LQFW0GRaDtmsDle\nuW/USiDrD2jP2vg/x23cx8rtt98+7/eYG6NMZJQiP8+wcwmKEgol/VX7VARlJSJSWvjeMcccI6m5\nH2rI8ZtViifl+slS898WjnP55ZdLahQ97jeqlxWNccYXdlmK13T4bfDxFmWTsg+u7xXJ+K5dO9CO\nfhzmhxKpSCVJkiRJknRkQStSpVibWtwrINbKd3zuSuQV4A2VVsW33nrrwOdLeGwL3mEUIwMoWdyv\nr/Kp0bFq1SpJjdfs7dNViXKiWKiu8SPjAnvC2yOzpFSDJaLkVXJcYvdoH+y4FFPmWXRRrN6w4N0y\nrhYixOCcc845khobf85zniNprgffdx0p1GleSzEsDmooMRsoJPRx7fGYW1GgUKRQm0vQbtBVWYue\nFkQqbVuFyTOvSzFLDopK1/srxdZEEKvjiiDU/jaW4iDJsmMOQXEsxXlGT1eYG10lb9tv3u8le2bu\n8cr2taBAcR7msNp43VSkkiRJkiRJOrKgFamu2VtkbIBnDOCdRNVy22aiRF5ObYZO29W6twvPsUux\nOb6XnnvbeBNkqPA83b2xKE6hL6LK2MPGlfQFqkZXZa5r5e/ICy3FIXh7dfWSS+BFTrp/amBs83rh\nhRdKko444ghJjXo76srmqL/UgiuBUsCcRl8yJ/D/kgdPXSDiM6mjVVvDrWsfe+axZ3ii7npdq7Y1\nz1AUGWuo9rxfi2fItq3c3rUSu++3OSrI3qT+Er8BZG6jWPpTlWgu5vu8oiy2/a3wTO7ILrET/+3i\n+75HHvYVqfLE2rHzgSuvEalIJUmSJEmSdGRBK1IOtV5YndZmjkQee7Tar/W2oufBMKoK3Z4xgZdU\nio8gFiu6P7LCWOXz6goG3pJ7DW0zNCIixWah1Jfy6tFtaRun0TfYSW1l+rbUenELmVHvF4gCQD2g\nWpXXxzYeP9dbqzbS52TJcVz2axwVKDReSw48Vsfhe9EuCLzP53x3ibZjlusjNo3j1CpkXeNva8dk\nSWEpQQV57oeYKtqVCvZk83kGusdfejZoyZ5pV4/v5bcHBZG/e+wWT1mYy5jbeJ/MfNT8UjtxXu4T\ney1VwE9FKkmSJEmSpCMTU6Qe+9jHht5BtFcXq+9SNdlaJYhVpis0rEK9mq3j3o7Tt4KCd8T+WIA3\ny/PsqJ5RpEThFbMKp4I2e7p5LQ36x/vJ38c7RqmK2oN+5XteMRz63vm9K9gt11lbPRfGvZegZ61i\nL3hvbRWpUuzfqLICRwn1aFDT+soYdqggzb6Z1COqjSFhDNCH9B3X7TYZqcSMOVcPRz3GUGMjtZux\nFSk+xFQx16E80X7cL/fh9YhQVmqhfWkvfjO4vkmPhWHVZOI9mZuxT+Z8fhvIGPZ+8f/zlIh+LM11\nkX1GT10crpNXfuM4L+OhNJ7pV37zsU+ur1SrLxWpJEmSJEmSjkxMkXriE58YrjJZ5eKtsOrHy8A7\niKoNo6QAz1n5PDE+vOLV+PVEVY75Htfp5wNfxXL9rgxFe885eD3+fVbPVCRnFY1yx/fwPlG08DLw\nRvCefPXu7eL7IHlcAvdZUqKA/uQ5+Kiyyvqma7XrrvE3fA97rq3a6ypDZEe1lLJQ23r9kwTbxROn\nbe+5556RnI8+w+bbZgXieXuGJHMQHjhjk/vwOeXggw+WJB166KGSGkWurbraluXLl0tqlAsf66XY\nI88Kox1RZpi7ovpUXdVg5jDqCxFLVJrbRl1TrW02YwR2uWbNGknN3E0Nu9q5wud++iGqCxb1B9mk\nKGYomf5b5Bn6Hjdd+1uCAsY4Wrt2raRGoSrdfypSSZIkSZIkHZmYIrXnnnvOROCzenWvCe8QpQVQ\nUiLcy6MmDFV78V54zk5mArUzXGlBKWJVjfeGIkENFofVMM/1WdX6/kWsqmvjJKiNcfzxxw98j/um\nPVGgXIHw9kOJwsvDq41iw4B2oZ08QwVvLcrMAPqD12H3VhwXXZWlrnENeLf0D+2E/aEmeDu718r3\nRqU+uJe4kEHRwJPGpu+9996RnM/39CrtxebQ1/QxHjqev49BPHmfW5iDiNHymBDoO7OTOZPsQK8j\nVco85vsoiFw3vyXM0bW2XVvrD2XGnz6UlApijLrCb0ip0viwcB9f+tKXJDW/iW1VayqloyR5f5Qy\nu3mKw3GAOW/Dhg0D73sdKeZIxoXPRZE9Y1e0N0ou94+9RaQilSRJkiRJ0pGJuY533HFH0WsgxofV\n8Xe+8x1J7TNqokwUvE6P+QFW1f4c97bbbhv4f/ScmuvkNaof1HbV79eJl3TjjTfO+3mUE3+ezyqb\nVTyxLSUlir/XXnfJC3EFZdRxGn1Be6IGPP3pT5fU2FXf2Xn0E+2J10bM28UXXzzv99z+R5WZhbow\n6TpZNRD7gLqM4hDtbTYsjNF169ZJapSXtkoDqrrX+8GT5j5Ke6yhvqNiL126VJJ01113SZKOPvpo\nSf3XGPO9/DzmpXZPNVR1xgBjru0ea7UxRnyurVoexWrVMmolysGevC4ZSlGkXAJ/52kPv608VWKu\n999QoJbhXnvtJalRjKkHtWXLloHPo2zS//w2cv08DaGCO3+P7JpxwzzAb3cqUkmSJEmSJCNiYorU\nTjvtNLPqxNP2WCGvwAx4B3yPVf/dd98tqb5+E94MMT4oXnireO5et8r3XSp5f+CxV3iBePKukLEa\n9tW/P6fn/yhKxDwRI8VzalblnoHCnnrcD+dnVe/nb6ugjbtu0rignbDbSPnrC+yQfsNbpDr1pKGf\n26oCw8J4bQO2jvpJzFBUwy6CvkAJwoP2GmxkAbGXH541sR943OzxhRLhau0VV1zR6vpKcN28bivQ\nPsR4dbW5F7zgBZLmZm5zfLLA7rzzTknN3MeczStzLgoI/R7VxBsXVNBnTvK5it88lDY+5zGCHMfr\nlPl+oyid/HZhV15/C3vnfMQo0e7UMmRcshbgeuGOO+6Q1PQ/CiufRx3nt49+op+9Lhv9yfejuF4n\nFakkSZIkSZKOTD08gQ3MpqamND09Pe7TJkmSJEmStGZ6ejp82pCKVJIkSZIkSUcmFiM1PT09U2OD\n561td+aO4Lno29/+9plzjQPO86lPfUqS9OxnP1tSk/3nMS28z/NY32HcK57zfJnYqsMPP1yS9Kd/\n+qeSRheLRLzHm970Jknjb89Rn4/2fde73iVJ+tCHPiSpiRtYtmyZpOb5v0NcC/EUpYrnxFa94x3v\nkCSdddZZkpr+JvuP5/2eYcLzfjLOrr/+eklNnIDvvUhmC+14ySWXSGp2fvd4gec+97mSGnultgwQ\n70O8CLFb/J84h3e+850D5x0109PTOvvssyXNnUuIXSJ2hbEHvE/8I7ERtIlXqH79618/c86tQcwF\nY5YacG3xsYAN0edcJzZEllEU3xntsuDnoz3p08gjf+UrXylJOvXUUyVJb3vb2yRJV111lSRp7733\nltTEpTK2aA/O9773vW/g+ojJ4RWbBWLO+Ptll10maW6tQGJ2uI9xzS3Aed7znvdIavZaZM4gzpbY\nIa8f5XGz/J+/E4vEXPSqV71KknT++edLmlsJn/Yh5oj2Y24hJozv8RuA/XA+frve+MY3DtznqKA/\nsbP169dLKmc3MsdTyZ85kfhg1iK0r8+5pftKRSpJkiRJkqQjEy1B7BW++6JUt2jUeIYEXineItmF\neF14H3hpKBp8f/Xq1ZIarxivAfrabyliW9k7rbZKseOf9x3bIyUKPHMlgqrUniGFl453RCaS74AO\neIfUV8PrBxRNvC6HLLeoZg+ZMFwv6gZKF14z36f9fJ+rWsiUQxUapo6Y9yXH3nfffSU1HrYrUr5H\nGK/cKx5727pKtAn1o1DGNm3aNHDe2l0NANXdPXFUaur2oI6TNUV9KDzvq6++euD7vr8oc1kplPbc\nc8+VJJ1yyimSmrmK62BvP+4zyhKkfVFO6Acfk3DllVdu9bo8y2vS0I633nrrwP+hNgM8qqXox2MO\nKGWfMeaisRf9BvRdZ6yE71pSW2eLeYEaiK7UMi90DRlPRSpJkiRJkqQj286mWCOgq4JRAq8ChQFv\nilevLB15Z3wOxQnvtkvdnEcDKH/utUTwvN9rB/W9vxjgZbsSRGwcoDawAzrqBd48SmVUZRmFE4XH\nvVz2kYrg83ihjBNe8er4f1clCrBvqhqjAjFeqIbtXuR8eJwgSgxtEanVkeJBX2AjXW0ClY/4MhSy\nG264QdLc2J8SkY272s39YzP0nVeIBp8L21bWfve73y2p8eyJ9+N+mROj2meRuu5KWVe6Vho/7rjj\nJDXqLDFErujVQnu42o2Sh72iTtfW7vPYQI+7bat89g39SA1J7KHWzoiRAub82jkoerqwatUqSc04\n+eIXv1h1PEhFKkmSJEmSpCOPSkWKVSfeJrFLeCt49LXPqx2Og1fBarvtHmcoT3gVfN93FK99rrvn\nnntKarxrvPCu97nQoJ3w1onxIT7An/9HWaKlGB3sBTuq9RajmED6AyWGDK9dd91VUuOFEaOEfaJs\n4cW6V8bnHDJ7PB7I91DE3nhFjWFvv0jF6VrNmevH+0dN8f3Z2uAqYNvK5XyftintQxlBZiX3gq16\nrNawuEqJQscrMTNuK8xZUVxeLShsZLoSx4eSgyIQjb0o83hY1RO6ZoYTa8UY5LUrUb8TU4Z98NsR\nzR3E3DEWXdEjsxelse1egX3DdbCnY9unQR6r1ZddEHfqu6bUVvxPRSpJkiRJkqQjj0pFCg/bMx9Q\nGFjldwUlCW/M99hj5/ISXAeeOXvncZ1tIRvQ99IrUdr5eqGA8oR3ccghh0hq4jEipQklCNyrw0tH\n1eC5PF4Lig7eUlvlkevCHlF0UD/wIlGSUA/4P/2K98T5S94n3jlZoPyf64iy6FByXT3ALj3mqxZ2\nhKcdUVCjDKU2cA9tlYSuCpSDrXj9J9RkrxsU4bvYo0SgnHF/Hgvj9YkcbMnnFlc8amFMcL/Mfcxl\nxMigTJSIshTHBfd/zTXXSGo/xqPjObRTbUyYH8f/z9OGSStRTte45FHVSkQh5Pht955MRSpJkiRJ\nkqQjj0pFykGZwcvoK27Bs6xQqIh5qVUM+D5eCjFAXk8qAi8QZQXvHIWrBF5lV4jpYrU/qpgszzLj\nvonX4O9RDZEIvDyO6941Xn7kpWJfUSybZ4JxfR7PQb0qFCgytMjsKR0XyDjie54V6hX1HVQEj9Xj\n/tvWgfLsWeyDVxSuYXY+oC362j2hFtqS8zOWeEVJqq0Fh7KFUua2y3G8D4i9QZlC5cO2UXqwaUB9\nbatIMYd+9atfldTEKzIHRcqYw1yJSsucVTuHcD7a29XnWhhztDcKWdtYGoiUPvqNsVAaS/QX1+Vz\nUE2m67bEsL9FEWTVkr3XllSkkiRJkiRJOrIgFKnouf6oQVng/HgJtXWIIvAiWOXiLeBZ1ypBKCgo\nAJ4lVqtIcX68H2J9amNZho1LIOOkbcZULRwXb5x4D/rTY4icUtVflCS8RNQFjkutHLLs3H5KWZXe\nvsTY3XvvvQPv0++1leYjJczjE7gf92Yjrx87Qq3wGLK247gUL4Gdlvqphtqx1xe0vdevcputBSWH\n76Ny0yeRgoEyhDqLzXF+bM0Vm65ZUdw38aCMDXZpQCEjLg5QeLg/+h4FqG2sD+clbrJrPSra3WPR\nGAO0e20GNfGHjD3mdmzcx34E52fseXxvbRysKz0oXdxn7ZzDcfx+aiEukvpSpevsC+6P+24bG5iK\nVJIkSZIkSUcWhCI1qWqreGOc3+MDuoLXgjeHx47nXZuxwOeo/YIXg3cFeNm19Yy8HlHJa+gr46Ov\nPQHdy6LfiNkhHoMYIJSoWjuL2hMvC4WP9qOfIiWTWi60o1c2937g/2RLtt0vDG+euBL3JlEyUTrd\nuy6pEMTXoDT6uKn1gkvQn9j7MLGLtO24FSnAlojR6pq1hOLh2V140KWYGsag224093Xde8zB1lCY\nPI4RUMSwSTJU+XzbfVRpd5Qfjynj+KXYOWwdW/Q6T7XtxNhgDNL+2CW/Fdxnac7y2C9XlWsVONqH\nyvtQ2mfUwb6i9vQ5hvsmNgk1njnGM3Y967Y227X2umlv+jcVqSRJkiRJkhGzIBSpSeOZNX0dD1jt\nsmpm1V0bi7X33ntLknbffXdJc2Oj8DpKihReLF6Y7zUXKUa1GTbjwr0/7htvE6+c/sSLXL58uaS5\ndbxWrFgx7/EcvD3v3yhrDi+Lfvf4D/AYIM6Dl4mCVesdta03xueIJ+F8JQUxin0btjo2XjYV1PvI\ntKPtfK+uccO9dVXhsXG+jy3WKlz0rStz7P3mfYmqyXm67tJAu6NA3XTTTZLijFnmJpQ2xnzJJrFl\nzzzlvt2WUEh8DokUJs+mi8Z+BMflvmhf3nf7RBGK4h15nxiyvp7ucJ622Zr0T9RP2A/tzm8bczBP\nD6K5yxXXvtRv8PFVSypSSZIkSZIkHUlFSs3qua94ABQQvE9W2Sg7bRUevLPIC+R4pfgB7g9FCyWE\n59BRrFRf7dIVrzMUQW2dww8/fN6/4w27IuUZMu4N45Xhzbp3TCYU+4wRo0W/3HLLLVu9bvrV+5mY\nOBSeWu+Q68K79ew79+pQvlAjsNvS+bhOz/4cVtklDgK7HLaK9Gy6xib1xbBV2n2vN1RO2ojYk6jN\nUF6iDFaPNeF4bZUJh0rm69atk9TUQHO4bleWgLjBSAni+6ir2LbvIwmuApfg88NmkHqsGhnAtDOZ\nx9xnNKZQopgjPSaq7VjEPruqyqXxhdJDe2/ZskVSM9fSrtHTGleq+pwbpKYf2h43FakkSZIkSZKO\nPKoUKVbZ/jyceIG2q3ee8+IVAF4GWVqsuvGO2io8VLRG8UBpOPXUUyU1Xlqpui7ZWygOeLUl72pY\nb7QtHqdRqyLQn9QgIcaGfrjsssvm/Z7fH8qTVzH2+AqyyFAgUQfof2r3lMDLInaO/vT4Dc/eQ1l0\nxYnjLF26dN77Q+lCAcMe8MJQ7kqxc3jNtE9fas+wXvHW8Cy1Ue3dVQtt/6xnPUvS3OrwnuG5efNm\nSY3nTB0pQB2MsvewKc/kZD9KpzYTuMTKlSslNXGK++23n6S5daSwTa+LRTvV7oPKnMbcicLhsWFt\n5/xhFRHmBlfZPZuT2nTYBXO/QzYkyh2xbtH1RtAu44qH5bpQPLFr2tPjeXna4r8NfT0twa6YD7D7\n2vZLRSpJkiRJkqQjjwpFCiWI1S0KRZSFVQurafdq77nnHklzFaLa6rCOPy/2uk61VXD9OvryNvuG\n6rZdwXvBm+26v1Zt3a+bb75ZUlP3CEUpigNxUBg5D145oJ7gxeKlooC5IsX+WnhrZNcBda08uxHl\nib/7HpTEevmegyhz2DvX1RWv7dO1uvZ8eByYKz5toS04HuokSkFJ+aLNXS3HE3aPGCUKIqXC4Tra\nZpn1FYPC/V900UUDr6520m7DquDE4vjc6XMeqjxzhI9Favih9KHoYZv0x/HHHy9JOuSQQyQ1qrjH\nrRKDhlrtczmxXMwBqL6o0T6WvX/YRxNqY7nICMfe+A0bFZ4V53sCooxx/yimbhd92Sfjg35rmymc\nilSSJEmSJElHHhWKFKtfPFu8IDxfj11iFV9bRddXyVGsku9J1heeZYWXxXNvvz4UCPcKaA++zyq9\nr4rvtZSqM0cQV+CZMMSRkDmE1zss1D6hfdlHjPPhPfL8PwJFEa8MhYvjEPOEEkXtFe9v+pP7d+8V\nPve5z0mKvVXswGsVAd56FANWWx+N+8IrZ/zhDUZeITFZjM821cr7jvdDwaAtie/yfQiJwaBviN2h\njZkzUCx47WN/QalRhNrGhLliU9rlgLkI5Y/7pR4SSkekMmJ7pbi+UrV/arhRpwlb8ZgoFCTGFP3E\nbwT3y5xEf6BEoj5jB6izXB/HYW9BKLWjx7OShehj2sd+16cMzEHDxgwyB2P33p/cN+3IWGaOQRFb\ns2aNpEaRalt7kd8sjs/5eJ/jMZcRb4oimIpUkiRJkiTJmJh6eAJFgqampjQ9PT3u0yZJkiRJkrRm\neno6zBJMRSpJkiRJkqQjE4uRaqNIeUxE23PUnsvr+fBcm+e6RPR3PZ8/z66FOAOvf8V5PvShD0ma\nu48Xz39L9aUiiC8g7uNP/uRPBs5LlhrPw4k/8Mwg2vWwww6TJN14442SmjgKjsNzaWLITjvtNEnS\nn/3Znw3cDxC3wf12rahNjM3pp58+cH+jJrIX2v3oo4+WJF188cWS5sbLlDLCaF8ycl75ylfOez7s\nC2/Ld0Avxelg11w3ry95yUvmPV+0b1gtft/c5xlnnKHPfOYzkubuA0hNLfZ48/c9PpIYJ2JeaBNi\nKX7/939fUpNNRMwPbcFcRVt4JiLxb8TrXXfddZLm1gOiCv8f/MEfSIpts+/4S86zfv16SXMrnvcF\nffnud7974Lyjgvb1uaz0eWK0ulam5zxf+tKXJDX97WA/L33pSyVJ559/vqS57V+K92z72zcsj5bz\nRaQilSRJkiRJ0pFtImuv7/10HLwOvCO8RzzyUoZFCZQiFC6Of+utt0oqZ0qgKKC44CUDGR14y2SK\nUFG9LQcffLCkxiu/9NJL5/1clBVGNhtVi+m/K664Yt7Pk9ETEdVxGnbfMlho9bRQ2sjiixShkt1g\nB6U6Y+7totDh9aK68D51vqiThaKFylOqPj1sWKbf9+xaRNgaig73ThvyPmMQlZn6T9g8tbBQelB1\nyeoB6vaQpcX5yV7i8yhfjGHajrb3PdKoDVZSk5m7UO2Za/w6u1JSooatEN/2ewcccICkps/JcK2l\nre3x+b6UPp9rGDu0s+9Fd/LJJ0tqVGn2EcV+UaRQ/SddqX+hwpza12+Gk4pUkiRJkiRJR7YJRYoa\nHyggfa8q8eaIW8ALpE6OVxNuC14u3ijeLrFYXtUV8DKIs4iUGZQn4inwrrtWUifeA2+31suh/dhX\na+3atZKkc889d+BzKHN43b7z96PNq3JvCbWC/nOvNQJVA/vy6su14DXj9S9btkxSEyfCdVEbxmv+\njGu/rvmgPhNqMm2CbWF7xDDxPnu/ebwdqhzHodI10FYoCIxRxi7V4FGusG2Ox95z9C1zD2O4hCsm\nKFJ9UYpnQ2mjPUv1nYaFfnEFD3wPuxKl/SSBduX8jAlimoj7LIH9bdq0SVI816FAERtHXSV+Sy64\n4IKBz4/qqQ123Nfx6Z9of9tRFREYVYwfpCKVJEmSJEnSkW1CkeJ5f60StWTJklbHR/E54ogjJDVe\nJt4VMSJ44rWrW7wVwJtlFc5zbsDbQBHi7yg3UayLP3ePvLVaUMgipSyC9kIhe+1rXytJOvTQQweu\n65/+6Z8kzVUythUlqtaLrSWKv0ANiGK4vJ/x8oZVBVDIsFPUBvoL1YbYPOwVFWDU3t/W4NqiPeiI\nI3RlCSXL98+84447Bv7voL7iudMHfB4P2/uQytvEm5HFxZxBReeoerzjVeH7oqQQEGPW11goQWV0\nFESnVolqi8cpEqfa9nw8VaFdUeP9tw1l8sMf/rAk6cQTT5TUKJXEnwLv93X/xL71rXRxfShsKMeM\nu40bN/Z6PmBcoNajrjMPDNtuqUglSZIkSZJ0ZGKK1K677jrz3BnlI9rPqXZ/HaiNLwD2S8LDxhv0\nWKnI0472okNRQFGCKBPH959CqUABicAbZr8nlK22ihLgfeEtlM4PeOF4qagCv/VbvyWpiQ/46Ec/\nKqnxwnyH+4UK7cCed+4VdsW9PrxUvKcoxsl3pCe2qsT+++8/cHyyR1FAURe4X15RwIjtw74Zr3jp\nqD6TgDkFj5O5g7gtVF0UAcYuY422R0HCU0Wdo60BT9dr3EUqI9fl8Zi0LW1PNlak9HgdLL9uVPRa\nvM5VLeNSogDFkbmY9sSWa8cAdL3+rnGz/htSesqCunzttddKavbzZOz5HnVdVX2+T7Yp44jYvr5j\nlxgvnAc7LilStb9FDkqxZ+b3lbGdilSSJEmSJElHJiYFPO5xj5vxEofN8mFVjqLUdpXpNWWoTcLq\nleN79WDej+rm4L3iRbnXWnudeDHET3hsFYoGx0PZcqWsrbfC/bX12vBeuF9UABQL7gdvhPYjBqdr\nhfJRQzvwWptN15bScel/lB+PxQNXOQAvGEXN/4735vE62D/2ReyiV1d2ZTVi2BpEMHs87LPPDBsx\nEQAAIABJREFUPpIam8LTJjYlOhf3ijqNEsU1ck+unm7evFlS0xZkAEcqNUrG9ddfP3CdnJ++IGYr\ngutEHeT7nm2IwkTfoXB4Hw0bCzNstfq2eEYqcwlPNaIM4GHjRx1i3Eq7XkCtooIdYdvcD3ZG/2Kn\nzP1dM9rpf+wRtbtvGBf8FjB3kOFdou1vEeOCpzXYS19PEyAVqSRJkiRJko5MTJH64Q9/OKNAoPB0\nrR6LF4QH7xk5JYhh4pVK2yhceBF4XXjs/nza4X2+j/fAc30yfgBvgr3quB4ULb7nCh7eC14Jn6dd\nOH9bBaX2c2Q9PvTQQwPnw8sh84msR7xCvCo+z/USs7NQIW4Ar432pn2HzZyiH12xRIF65jOfKamx\nv6heGHE49AsQ01RbO8fHVSmb0PeSdLXCjzsss8cDYwiliGuJlChia1AyUGw8LtN3FwD+71XdPSPV\noS1RlOhbjlP6Pp413/f6VVwH72OrfH7Dhg0Dx2ur4uPpM5b5fts+dXW9BLbjNo/iRsY2dZ1GrUhx\n/Np9VLGzEqj5HI/75fsoLNw3ilXXGCIgto7j960w0l7MkdwfNRDbZkSXxhu/1cOuMUqkIpUkSZIk\nSdKRiSlSpT2kulDapT6CukesXlkV+/P26Pju8QNeLatwXj0rymOv8LDxcvAq8ey95gXHwTvGa+N+\nfP+mWiLvBi8S79Njv/AOiBvA++Y+yd7j+mgnvK7SXm2Thn505a+vGj7Er3jsE+fFTlAlogwilCe/\nLq438qJRF/g+9sYrShcqB9mhroACKgn2i333FQs3266je+acjA2uhX0huXaP9wJUYofvEQ/pFc4j\nvI4QihTXTdtEbcSYY+7hvjzTkuthrKE00Ie+b6fD91yxItYF1Z7raatItR0z3A9zCTaIsui1zpyS\n0tcW2qGkREHbyvM+Z2PfnJd+5v9RbF5buv6W1uL2RL/Qj20z9cGfFmGXo47dS0UqSZIkSZKkI9tG\nAZ8Rg6ePl4O3hvfmiovjMVJ4CXhLrr7htVGll7gFYoncu2Q1TfyHe/x4wyhdrMbxZmq9JYfrd6+R\nWC28Zc7LeXjlvtkrkWrEqAP8He8D5WrU3lBf9KWouCIJ3s+0E+2D90nchx8n8r75XKkWDt4v/cX3\nOC797t6eqxKML9QXYvo4/7C1iGbbJ8dyJYVrQk0lro8x2LWejPcZcwH3GGVRMYaYY2gb6vgwJ1xx\nxRXzfh/bcCWIV67D62RFc0gEx/H2wfYZ6+OqJ+WxYNQfwsb4exRr43XAukJ8Z1u8f7DTWmWOMcPT\nEsZi33scjnp3Au8X7Ivfrlp8jsPeaddRVbp3UpFKkiRJkiTpyKNakWL1ipeCl8grXgNeLEoR3gix\nPu4NeL2h6PkssTAoYF5HKVKSfDWP98v14rW0Xd07kaKBt4IX7VVjfb8yMp5oV7xjMjWoHN93Rs22\nQpT1ST97LJPHvWC/2ClZpxEct7Z+E3aPisN1RPFEHt/A+VDS+lYxZseRcK2REoRtUv8HtY26TVFM\nEEqRjwls2pWOUj0f7zPaBBWwVO2ftotiSTx7z+st1dYb4vOumDBWmdvGXeGcekoHHXSQpOY+yfjl\nur2/Sk8XakE9bxvPSUwbNlsbt4pdogoTlxhl7G6r+K4mbXFldlykIpUkSZIkSdKRR4Qi5c/Dfa8v\njyFBScJr433+j9eKMoTXRTwDmQXE+ESVnEuxSXgTZM50jdPgvlnND7uqh8h747kzShjeNfeD9+TP\nqVEkaC/qMbX1zrZ1PBsvUgewH1cnUJLwtn2ftRIlNYJ+o399HJS88JI60TVmr4ZS1pIrOQceeKCk\nZo+2qA2jfSs91oU2K1V35/zMPShjKC3DqrOMJcYwcyJ9X1tPh6w8QJliDqS9J6WM0P6+b2ukpvc1\nx3gcai1dY5mwy1HXQ9rWwQ5Qeku19voiFakkSZIkSZKOPCIUKWKMUGKIZwC8xUhBevKTnyxJWrZs\nmaS5sSB4OTzf5v+ljAC8NbxOntvixaDklGJa8HJRMrxuFattf7+22m5b8HJ5jWrR4C3SLygaeIt9\n1V1aqNC/a9askdRUDWY/uFpKXi8V8GvBHnlF0UUlwV6oEu21l7DjUe012JbZGWi1nid1oZgTusbO\nECvDGEBJ4pW5Cdtnzz/ajNgszzprq3SUaoIxZ7WdC7hOzzxm7Hqtu3HzL//yL5IapbGvOkolusbi\n+NMCzzIrHc+VKH67GKu1ldMfqfhTkq4Z4IzfUqwipCKVJEmSJEnSkYkpUvvss8+MV4PXRAYM3l2p\nCi3Zc6w+WdWzMzq4t+nenu+1Nyx46r5Dt3uNriCx+uV7HIe4Bt+7DziO1+mhXVAaajN1aD++X4r3\nABQLzo+XTX0sjsPza7wo+tkraY8L92IPP/xwSY09eEwYMUO0J/aLEkqcC/Wz+H4U90K/Ypce9xF5\nVdgTMX+oBqV+pp4Xx8U+vGo0cN2MS9qFuBvuD9Wjr1o9Efvuu6+kxo62Fk/k+/w5w2ZxucITKQre\npigopViXUltiAyhf3C9Zeih09LXv01ni3nvvnfd939903Hh1fGyApwpkAo87m7AEY5r2Y87Alpnb\nsSti9yKFkn7lc+zDOSmwP+zR94LkvvitZk7xTPNDDz1U0tz9WD3GzPfa45W5mjUF7c7cXHoagt1w\nnBKpSCVJkiRJknRk6uFRb0Iz30mnpjQ9PT3u0yZJkiRJkrRmeno6VLZTkUqSJEmSJOlIMUbq1a9+\ntb74xS/qKU95ykzV2IceekinnHKK7rvvPi1ZskSf+cxnZp5F/vmf/7k+9rGPabvtttP73/9+HXvs\nsfMe9/3vf/+cGKG2+M7XxKqQdXfaaadJkt73vvdJimN9eL7ue9t5/IPXiuF8PP89/fTTJSlU2/ie\nx2UQKwRRXIJf77ve9S5J0nvf+15J0uLFiyU1z5t5ru4ZN9SG4Tkwf+f+yQRhrz1iYt72trdJamKy\neC5P/AfPw6+55hpJTYzQcccdJ6mJgeL6aDcyl3huzf0tX75cknTRRRdJap6PEx9BXAHXw/1wfOIn\neD5O7BG26vXHXvnKV0qK+8854ogjJEk33HCDpCZepDZbkvPwSqwT7UB8C5k4XK/3J7FKxBd4DB7f\nO+OMM1rd37D4/UX7nzn777+/pCbegcw4jx+Z73wf+chHJDVtSAwFcX/0EW2LbWBzxCxh03yOMUBM\ny+tf/3pJ0tlnny2piU3hGonF4BWI4aEm3Te+8Y2B66CvuUfa4OUvf7kk6ZZbbpEkbd68WVITh/js\nZz9bUpMZyth661vfKqmxyS984QuSml0FyBhmzFNXizi6cdvKJz/5SUlNuzGH0Z/0C3vs0W70D3M3\n3yOGiHbk75zvwx/+sKRmbvE50LPsmHM8xsazuzg/cyj9cM4550hqxiq/BfQXdtG2FiBzOvb7zne+\nU1LTLtwf7ce4uPbaayU1dvDiF79YUjN3X3311ZKa3z7meO6L9mXuKtkLdsgc7OOD+Ed+A2kXV4I4\nz8c//nFJzW8IdG1HZ4899pAkvepVr9rq54qK1Kte9aqZHzJYv369jjnmGG3evFnPe97ztH79ekm/\nHMSf/vSndfvtt+uiiy7SqaeeuuCC/ZIkSZIkSfqiqEgdeeSRcxSSCy+8UBs2bJAkveIVr9BznvMc\nrV+/Xp/73Of0O7/zO9phhx20ZMkS7bXXXtq4caMOOeSQOccdVo2S5u5pFx27lHWG91Ba9KFAoXhE\n4B34PljUEyJTAU8bpSqqgeOePHvXAV4C53UvzsHr9evjfbwllD6vxI03zCvg9W/cuFFSU7kcxeTS\nSy+V1HgXL3zhCyU1Xjnf4zgoUrQP3hTqAddJTSDAm+R72ANqBMod3/d24vulmkR4dWeddZakJlsO\nL+i8886TNDcL0fsPrxp1we0XhRVvGEUKL5i6VChw3i+TdmZWr14tSVqxYoWkxk7xlv/1X/9VUtPu\nL3rRiyQ13i7zD3/HHrED1BVpbk0z2or3aWO+i8JEW/qed24bnhHJ31E8mCPc0wY8/6h2HIoVyoJn\nazEmuQ+UASqNuzrqKvAnPvEJSY3NMbdgO13r7vRNlM3I+2TlYVvgygT9jO34nOfqru8S4URzaimr\nDkq/HV0VlGjPxc9+9rOS5make6YwoAhGf3eYY9/+9rdXXSfjy5/KYL/M8bX1zqJx1tfuHm5PEZ1i\npB588MGZH+9FixbN3My3v/3tmbRH6ZcpkBSgS5IkSZIkeaQxdB2pqampGc8++vtCh9V3qX4Rik2p\nTg/P791LYHXPKp7X2R71bFis4n2ikHgtGN8fjNV8dD94aX4fxKaglN1zzz3zHofrYAGNd+H1rVAC\nP/CBDwwchzpNKFWuwPh1oUjQnnjheNUOCg1eOddJP7O4x7vHG4KothDnw3sn7oD36U/iWKL2pz+B\n4/G+K0i0I0oOz+29ujL91reqQHwEXn3b/cK4P5RD7od+8Hgi7Je/0x7E7RBfwSv3vTW8zQF1C0Wp\nVEvOa1b5voM+R2Bz2Eap7VAsuF5XZjge53WV1mNJiKPEpvk7Y2jt2rWSmj529XlUcD6fu2pr3QFj\nLcqmYgxigw5jt23tutpab6jfEV4HqUTb2n7Rvpg8JcIeiXeF2sr6Pq5Kux0wh6Cycx3ECW/ZskWS\ntGnTpnmP7yDc3HXXXVXXOyo6KVKLFi0aCGIjsGvx4sUDk9r9999fNKQkSZIkSZKFymWXXbbVv3dS\npE444QSdd955+sM//EOdd955Oumkk2bef9nLXqa3vvWteuCBB7RlyxYddNBB8x5j5513Dr2EcVPy\nRljVr1y5UpL0la98RVLsBa1bt27guMRn4G1xPFbhKDwcD2+NeAn36CPwevHgI+8S7wfFi4wLr+Ia\nxdYQ64JiEFVqB29flJXIG3SvH68Er49XlBmHTBMHbw7vHK8LLwmiOAi8LN87kWQMFC5UhbZeNzFQ\nXFekRNKvZNZ4ptioQG1pq0i5gugZaU7kXXLfjAcUqS77q3l2V60i4H3J97Ap+tDntj333FNSk91H\nn3qsFLYTefS0DSotqi7xiB5bEt0X10OMEGOK47WtkB1lJEfQTt6epRgip7YMYrRnWul8jC1sj+vm\n/yUFze/PqbW72qch/4+9cw3SrKrO/zNVmsQqrUryIV4hAwyXGYa5wMhNYBwVQyJgLOMYrChRiUhF\nCPESDaJpNAVGRRNTEi2vECuoiSAowRIERgGH6wwDDJcpMrkomtJvmpgyGv8f/P/69Pt0r957n/e8\n/Tayni9d3f2+5+yz99r77PXsZ63l8FMC2s9a6FUKIkaWOczzsEbyd/+c26+vbTBq2DFrCu8C2lfS\nUi8VE7Vly5ZZXfhCKG6kTjvtNG3btk3f//73tc8+++hd73qX3va2t2nr1q36xCc+MZv+QJLWrFmj\nrVu3as2aNXrCE56gSy655DFxtJdIJBKJRCLRB8WN1OWXX77g36+//voF/37eeefNnssvhqVko1zb\nAtits4uOvBN2yTARaHDwAh3kcuF6eB0wCmhyPB+Se+quGWGX79og/o53htcQeUN4wzBeePZEOnA9\nmDPvF/oLLxQdR613iBdOP/g5uNclgwHDO+H+9FsJeDcwgHhBeOOuOfMcKcDrozH+MI4cYx911FEj\n7bvuuutGruN2yOfwChkPj5b1iDTGpbV+WiuwI/QLraB9OFUlLz2C1+Oiv+ayDdyLv7nHz9+xVVjV\ncWvGcb1oXdu5c+fI767LA6V2oFvEdvHs+2p8sGVszRmGVnhUYYRIU8Tcb2WmHDA4zNm+NodsBaam\nVKPN0cogDX2dKMqUNRj7R7NEHjFfIxkvPuc5G4H3s+dmZFxZk5kvjJPXDcU++47fUiEzmycSiUQi\nkUj0xNhRe48FRLoFdtMwFeRgceC9efQU57poYcADDzwgaf55MwwTjAPnxWifaB9MD+3DS0V/4PcD\neIOe4drB/9EGwTxxXZ4Tr9K9Q89NQ/vQXZS8J2ekYBbwjtzrc20S3+N5XWuFV+3eOs+Dt4qX5f1Z\nisRxMC7kb0IXiM6Es3Xa4Ywiz0u/1npf9D9MmGfzbY3wKYF2kX04YmT9OB8vk/YQIdSaSw42hkgd\n5slcRo57ey40+hwP16vDY3vMdWzCbbE2mqkEz19UC9cPMia1WhuAzpPcdjxva84xtELkfhtXs1Ji\nskrw8Xc2vxZe7SLSO5ZyzmFfkwb38bU6yi/FPGAuObsbvTuYD8wDZ0L9HYs9ef/7754DkdyC4zJR\njBvjWavha0UyUolEIpFIJBI98bhgpNgVe4Zwdque38mZH/cq2E2za3dtEH/HK2I3zH08ksJ38dwf\nb9oZFffauC7toH3Reb4/P9467YX54f8epcXz4I26F18LmBKyS3Nd94bwqmgHz48XxfPyXM500A/0\nM14kqTpce9T6HA4YN6I8Dz/8cEmdTsajBEErQ0M/wEa4Zmxc3U8E7IOoSc/+64wUDCH2gl3XauoA\n84Dnda2eFNu852OCQcEj9+i9yHPty0j5nMfG+Hut9ibqs9agHvrSmbHWMfF6o+MiymjugEVH58na\nAOtfO5eivEc8D6cK2C73Za0iZyD9wJrGmsjaBmo1ZA7YZuzFTzuY+84+Yxc+rjwf7aRdMIoRw8l1\nuK4zmLUZyXkO1nZYdNaWVi1aBObr+vXrJc2P3qT9VNXoi2SkEolEIpFIJHriccFIoXXxDObsutHM\n4KV6tXm8AbxIzm/ZfbuX6ufreDPs4jnHLukR8M68tpx7F85MlLwd2oUX4JmhYW7QaLkuAwbLz9Nb\ndRp4gTAKaJ+8P/FavA4W/VCr6+B7znx5/iVn5PA2a3PlwDzhFaOfcGZxKHile1DrHbYChtazIQMf\nD7x47Jd+RBfRqhfiOthhlOF+MfgcZkxLY9u3biHfw/aoI4ktkKG7hKE0WoA1hjnfGh3Gc5Vy3DkY\ns77PAxsNK4outfV6JdaW54MhYe1El8jvbjdRO2DAuC6/e78zR9AVYjfMJWekeKf4u8H1ooDxZs3m\n+s7OO7y/+s4H+tPZbMYTJm/cEnP0B/3MmlObB6wWyUglEolEIpFI9MTjgpHy/ErAtU7s/j2Chb/j\nffj5uzMM7O7ZBfOT7+M9uBfjjBM/iXri837Oy+7atU8R8ELJC4S3QpQZ5+0wHK5/8HNynhcvZ82a\nNZK6fFoR8Op4PqKy3KuKsu22ehP0u9uB349x8pxDpcgPz+cE6+EYqpA3XhuMalSzcSiQCb+VvYDh\nc1YGpteze5eA14rWrE99ONqCtqaWyXAtUmtGb+YS92/VNkWf72tTjAVjxBhPGvRDX0YKLQ9sb99o\nLOY47eBUwpk6xgtGA1YWRifSlhHJG90XZo412PMpwSgxTrD25Hni/jBVzkJjn1w/imbtG9nbl5GK\nwNo89HUZH4+IH+p0IBmpRCKRSCQSiZ54XDBSMAUeHcdu1CM32NWzO3ZGpDYail0/3gJeCPdl1+1R\nV95Oz/fk4HrOHEW5TwBeGM+P7oBd+1133bXg9/Bi+BxeHN4sz1FipMhhg3fgzB1w74Tf+0YKlbxX\nmDiPHCkxMESAYT+uPQPjRgUCZxMmDbRkkR1G4HkZXyoD8Dt2EuXicRCpRf439DEtwNa9Vl0pWghG\nAsAQYIvMNeY+topHjG07k+CIosmcYfA5AMtby1CR+43nItI0YliidrViKK3XuBnQfW1xhgm2k3Hl\n+RlfjyR2uD2xNrq+j/Hk/vQv7KvrDP1+Ub4o163yXM6IRd93eOR7H33iYqAfhs735P3NeLbWDY2Q\njFQikUgkEolETzwuGKmo/hW76kcffVTS/HNqEGVwjoDX6JEeHinh+aIirwZvgcgYr28EuG4tU0O7\nuB7tpj2liukwLzBmnOu3Ru8RsTRUva8IXt8Mr2T16tUjf/ecLV7xHG/aNT/0I/0PO8B9+fxQ2Y7R\ncbTmn+oLGMe+jBr2jZ1hNzB5JUYKu3CNH4zxqlWrZtuG5++6QsbCbd7nLPDM1c4gwWjh6RMZGkVM\nYgPM6Yi1jBif4447TlLHONEX2KQzDNFagA1i40Rr0X9kr69t12MVvtZ7HivmtjMvMEO1ea8A48Ea\nGmXQZy1k7WFt9SjCEphbfjrges5aBsj7qxTl1wrXMPEuon193w2sFf5Ou/nmm3tdz5GMVCKRSCQS\niURPPC4YqRKGyiUBvNK155WC+eJz7u3gzeI9o2Mg54Z7D+Th8eg5vh/l6aF9XquuFDFx/fXXS5rv\nTd93332S6r3Wq6++WlLnXfPcrklDv+Hn+Dwv7S3pLrwfYC3cy4Gh4nqwEnyec3W8MfIp8RwwL1u2\nbJHUMTlojGAxxkXfem2tIGoV7xZvuRZ4w3jxngXa83hFwO537NghqWN/aM9xxx03q2khohF21HWG\njB1ti2zeWTKfq7QJVjBiopj72DKf889z/YhFZ8xvuukmSfO1V/wszQXm/o033jjy9+3bt0uSZmZm\nFv3+YwVEtKI1uvfee5u+71UUsCPGJxon4Mye53qLxom1mzUHpqY1mi1iv52x7Ks39edn/rFWMOc9\n0jdi1Piev5P4fl9tHWsEP4fWlSYjlUgkEolEItETyUg1gHNbzlnxRl1745oqNFh4ix4RE52z8/c7\n77xT0vx6YABGBeYKLwbGBkYE78rP9/HS8XZgDLiO14Zr1XVEiPIscS4OaL8zUuPW98IruvXWWyVJ\nz3nOc0baRQ4YvEH6ifEsaZOuuOIKSV1UI+2nP1/96leP1f6lAsxRFMXp8PH74he/KGn8SBzs173L\nuWBuwFa5BgXbRm/Y6uE7e42tcH3YO5gmrwMZsW8wHmQ853u7du0a+Ry/+xrC9YfOv8OahwePVgfm\nANuApSWrv4O1iahA1kJfM5y9pT/p39Y5z9yFmYr0pRGwOdaCKC9UhNaM7wDmkZ/kzWoFa1uEvvmj\nIqxdu1ZSd3pSG4kLUwtjRz+36m1r0aptKyEZqUQikUgkEomeWPGz1nLfQ9x0xYpfmDP4RCKRSCQS\nv9iYmZkJ86slI5VIJBKJRCLRE1PTSM3MzMyeW3OuH53XkvMCLZJn7eX83rUZ5557rqQuEoX78HnO\nvzdv3iypi75C07F+/XpJ0qZNmyR1kS5ooObmr5G68+GIbUNf4BojtDdokmqzzHKf973vfZI63UHp\n/JeICO6HbsQjSgCfe+tb3zpy30mD+3zsYx+TVJ+tGZ0FepaSrgK7OvvssyVJn/70pyV1ug/sBY1a\nlE05ygfGuNAu8kudfPLJkuL+POWUU0aui12CM888U1Kn07nuuusWvA56ljPOOGPR+w0N7tN6P/QS\n6GNK+hB0L+ecc868e3kttb7wseU+F198saRuDrnm56yzzpLU5UpzzQr6OdYS93jR073hDW+QJF1w\nwQWS4ioI2NZ+++0naX6eHOY+UY30LVniiWY8//zzR55z0nBb8fxdQ+G0006T1EXTLfe5MOn7lapf\nlMDa+KY3vUmS9OEPf1hSNyfRtpW0Yuh5+cmajcYNe2Z+bd26VdLS92eEZKQSiUQikUgkemKqUXuH\nH364pC6KDKbGo97YhUaMBIwSu2siBsBXvvKVRdtBJAyRIkQXwdDgLcKYeXbUWq8pinYjMqFvhAJM\nGF7F3r17JcX5sWpzoABndIaqt1UL2IDa+9bmJQKejwnWgZ+14xtlpocJ9bxiJUSV5T2T+pe+9KVF\nrzN0hEpflPKagec973mSuv6MGCky0M9lm/CQeWby2kSMFAwN9yLazpksWGNnzUt9S3uibPAwSFHN\nL7c9bCGau6yR0VrJ97xPW3ODRYB1ZU1n7WSsiKYsoTbbPWC8GG/WcNpR6rfHK/oyUcDtn98ZD7dr\nr9UHonxWzD/seeio1KGQjFQikUgkEolET0yVkfra174mab7X0ArO9WFg8IJOPfXUqu9HWYZhQPAm\n+T8aJrLl0v5pgV073i2/R4xUdC6+7777Suq8b7I+O9PiWrRJAwaKdkRaJP97lBGdz8EW+LhPyvtp\nzYUD++F5vPC6v/rVr0rq8lpF6DuvvP/Q5dTW+XI4ExWNzwMPPCApZiMOOuggSZ3XO7eOmHvIpdxV\nsHuue3MGK6o7WcLtt98uab6Ncd/WuRR59LXAdqIM7H2B1gsGgrElxx3trkWtThQwXj5urHVe464V\nricl3xf5jvrOiV800E+src5IMXcffPDBquthP7yLx9U6TgrJSCUSiUQikUj0xLLIbD5uKisYqdbz\ndCICoozjnOfjNfruGm0V3kmEiEFpReSN4l3CQLmGCEYDxorf0VIR9YUmp6QjGDdDdStqdRXODEZe\nMOMQeaewBZPSgNXaAZoiZy1gXWozjUfRmBGYH+iHTjjhhJF2eH22voj0GZ7N24H9L5RZHhuvjfCM\nPFyfa1y3tb4h0XpohIhExGOvHUNw/PHHS+oYEK83CKixxvNhc0MzJ9gG0VrUQcRGPvWpT0mKbRCG\nzNFqsxF4fu7TugYz7gcccICkbo2BMUsmahS8g5g/zmLzzq3VzLFGwyy2ZqZfKiQjlUgkEolEItET\ny4KRGhetuUbwCvG88X4ibwUGBh0A32O3XMp/xedhelr1DezG8Y7c+yRK7b777lvw+9yP82kYF/fa\nXU8AIq9xucHZhdboPYAXNSlGKorgcmB349YURK/iYB64/cJEwXwRRYs9l1CrhxmXoQVzvVTXTzGG\n/ORZsWl+8mz0OXOGv5N3yNnYkm6MPjziiCMkdUwUa0drH2DTsHERm4/NwEzRvqidPEd0PfqY68Je\ne86vV77ylZK6uQgj5cBGqDHoqI1sLYG55qcPtSC/Fs8Ni993bflFB/0bMbf8nXHHTqK6pa5NjHS/\ntYBR5P5RtGwrkpFKJBKJRCKR6ImpMlJkBO9b2dqB9sd3sXhT7GY9s3lJE8TulWg2Ps9uOoro4Xt+\nPsz5ei0zReQC2V19t1+KcGG3f/3110vqGAdnpKIIoqEjfFo1YxFzUgvPLVTCUN5whFpPUaj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FrI3Pc1n5+1dtCq/YEhOuywwyR1z43d8Bw+ToAI4BKcUYtyNALWrL5zMrIP2PPf+Z3fkSTdcMMN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4Ty\n1yoqqKlYt/TF0hl1Z555pqTGj4V2wpqk/cjUjcIVlTIUP/wg6JeZEjUqMtUDvwKs2xghFSOESlBf\nMc8ZOW4oB+OMiKMMysF4iD5T9Lsueb8YQ5llv3z58r6/Z74kJVBMeGfOZKPvle5bOuMtEqObaiMz\n6dOZ39qguccoF8+hT9G28XN8B6AOx2z4tRHU7AYwhuNY4H3ouyhDPI/no5Txd/pi3F2IY6WkpEDc\nxeC+KFI8l/pCCWMuo77i80r5m5gb47mvvN8LL7zQ9/da4mkTbYm7FbzfqE/LAMZr7SkiRUXqBz/4\ngS688EJdeumlOv/88yW9WvlTU1OamprSVVddpa1bt0p6VYbbW8Z/4YUXZqQ5Y4wxxpj9gR/+8If6\n/ve/r+9///u677775vzsVG+OpWav19Pll1+ugw8+WDfeeOPM7/fs2TPjv3TjjTfqkUce0Wc/+1nt\n3LlTv/qrv6qtW7fOOJs/++yz+1iMU1NTmp6eHuAVjTHGGGPGw/T0dKrMzbm1t2XLFt1xxx1auXLl\njHPkddddp7/6q7/S9u3bNTU1paOOOkqf+MQnJEnHHXec3v3ud+u4447TgQceqD/7sz8b+XEbxhhj\njDGTYk5FamQPTRZX7EdmWWtj9tUI52WxL/zOd75TkvZRv9h/zXx0MvBlYp8/+vLwnD//8z+X1PjU\n4DPC8/CTYJ97+/btsz4v+ujw3viOXXPNNZKkm2++WVKTa6OUW6WUayerZ94v1if71tyvbZ4i9v15\nLvXKc/C/o9zUB9d9/etfl9T4veAbRT8jogb/CPxAaAeGwNq1ayVJH/3oRyXlvnL4T7BvH/1gSj5s\nkNVnCbIX1/qJtH3eCSecIKmpZ87AA/xG8IN4+umn53zehz/8YUnS0UcfLanxzSKCJvb/devWSWr6\nMbI6/hbcJ5bjxBNPHJvSndUlfY6cb/iY4B/H36ljIoSzaZiosw0bNsz6vFGRvR99P8vrc8YZZ0hq\nfL8yHzDalja84oorZn3eoDAmmZMYs6WxcPzxx0tq5lrel7mF+9bmI4rPO/XUUyU13ykPPfSQpH3z\nROGrB0S/UX9Lly6V1PghPvPMM5I0k9eR5/HdynXM2W2/AyH6zPGcz3zmM5KaeuL+1B++Wlx/8skn\n9913586dkprvAnIiMhdxv/e+9719z+W98ImjnvCjJBqSz/H/GNFNu/LdzFx+9dVXz6lIOcGTMcYY\nY0xHJnbW3k/8xE/sk2uDCAJWnVigOKyjkGSRLOTfKW0ncn8UihgRkoEFHaOSIjGSI0YGscplVZyB\n434p8oZVNlZHSRHKlKiStRmfh5XA6p16KV2flSd7TxRKrKiYiwXr7sknn5SUR3tSL1gdPJfoMRSp\nUtQm74cCSr8b1pmCJUad4JZ2zaLq6Ce1+dCw4lAasRbjmYNA8EqWpZgTB/jJODrxxBOryjNKeFdU\nylh2/o7lXdoQqI0aAjJkM0ZKGdbbko1t5gBypJUirqmfUl4fIpdRj1Gfa2FMlk67YO6i/tjV4Hns\nDqB4RPU8zvHcD7U0Qr4n7pNlQkftzXZp+C5B2YrRecx1jBHKiZrP31FOa8n6LRHKjPEsKpbrGesZ\ntXmf6E/MCXGOZK0RI5GZ6+J9UPhqo3WtSBljjDHGdGRiitRsmV+xUNlf/drXviapfKZYPGG67Tk6\n+Eyxui9ly2U1G/dZa8HHJTtT7tJLL5Ukbd68WVI503UsN/eljktW70UXXSSp8SXasmXLnJ/nOfyM\nClFbSrlGUCD5iRWBNYVfQG3OEhQVrM+vfvWrrcqLtUP7l9pnUFBYscqx+kcFyizjIipPWOttxxmR\nvrH9Yv2VTl6PGc6Hkf07jpmuUGfMYfTJaPHXZmDP5ogMVOxrr71WUuNHxxh59NFHW92Pvl5SuWmT\n0lzI/VCISorDMcccIyk/qw0/WJSGTZs2zfq50pxOn2RXJL4HShz9A6UwU1xQ0rJ6q1VaMiUK6Eco\nV3FuQJGLZwWiNtfmGWtL13NWB4V+Rf3zfsxZKH/8HcWQ6/iOeeSRRyTtq1hlWJEyxhhjjOnIxBSp\n2YgKSq3iw6qzrTWJtcB+NdFc73jHOyQ1ljm+NzE6qWtGb/aPY3lZHbN/XdrXh2itYRXXWj3s52PZ\nowyyem8b2InywHWs8kvZkUtRm8D7dj1RHKucdm0L7VIbnTcoqBvUK34IEZRZMq5TvraROVix9EfG\nA/2Jfp/5dUQrjv6EOoN1z/0Zd7V+GlxHf60dJ3NRUjPxQSmNKcrGnHTSSSdJavy3Nm7c2KpcXd/t\n05/+tKQmegvfnraKVG0Ebm0G9hg9l0FfjtFX9BXmuNtuu01SM4dxpmFblTgqZMxFXVXg7LuBfkTU\nJspN23aJZGMxo6REMYa7zrGTgu8Y2o85gvNkeW/a86mnnpLU9Cdom5HdipQxxhhjTEcmpkgdeOCB\n++xbE3GAdcAByVgFrI5vvfXWOe993HHHdSoTFjGe+lg37JcOCyxyrDPyI7GaZpVcUmYAPwoUvNrr\ngJPPKQ/77l3P18JnCqsAa7G0ykd5yXxeopVU678RQfHjOW39UIjgQX3IfIV4b9qjbTmBdo0RTNFK\nxtqK+aVKUaaxHmP0Jf0BhYt2pTy0N9Z2tI7JG8V7EOnEOMdXCiud+0fftXg2JffrWq97U+qbJSWK\nd6Bv0uYoKKh8XXOA1ULeHdrsjjvukJRHjw2L2jki9pnMB4W+zJxMn+T9yD32p3/6p5KaKMG2ZxMC\nfYh2wleq5FvVFpQPVNqSLxF+nLxXNrczJjJ/Yu7Dd2wpwrikRNGO5AGbFDHnIf2E9sQflvqJyhPj\nkP6Icts26tWKlDHGGGNMRyamSM220me1jSLEqjJmvo6wCsWS7RpFxuqVVT1KBav5mFOilCE8I/pC\nYSXE3DNZnp2oMMTsvdl+Oc8l/9GOHTskNdYH+bqwvrtG5VEvWPm1+80oINFaQjHhvvGk87ZRW9Q7\nClhmdWQ+eigppai1riefQ2xXfPlKuU24jnosKTbx7+RQAbJv0y9Q5FBbiAjDuo73i1Y390FdoH7x\nGURxi75TzA+MU/r5sFWDLlDXWOqo2VElbOuv1tZHBZ8sopTISo9Fjp/dE0880eq+wyK2Va2SxVh6\n/PHH+37/J3/yJ31/z74jSjCX8B1ClBtjrgRjjr6Z5dHCv5E5p6QMEYVZgjGYwXcGY4p+VZsnCZiL\n+S7hvcdFzKuGosl3MOXhO4HxRz2SKZ45/J577un7PCo//Yh+UcKKlDHGGGNMR+ZV1B6gBGFl4KOE\nNRMjaKLy0fX4QBQR9n1Z7XJuVsyvFFfDgKWdKR2scvHlij5RnJ/EqhnlCKIVgEVf8o1CiVmxYoWk\n5n1POeUUSY01zfPaKm1AOXjP2ujGTFmK/guUEx+uqMCUQB1AeckUvKzcXF9SC+jHWDeleoj5kahH\nFMHajPH4JGGFtbUaeQ7KbPQPimcd8n6ZMoRVyOfx98C65H4oT0RqRRjX0Q+ibSZ9ad/onmFFJ9HG\nlAmfDJSNtpGetZG3QM4vlCfaHvUVlZXyDPrebeuRv3PdoBGXqJjMufSNWhU9lhuVue0pBTy/FA2H\nksMY5TurbU62SDb3MwdHH7l4Lil/jzkCGbP0a+YExmjpFJFhw9wPsb4pN+/Dbg9KJvWcjSvGB+O3\nNh+WFSljjDHGmI7MK0UKn6B4lhdWA7/H6mA1yioUK2LQTMdYC/hq8Fysp9I5UaWz0Fjl8r4oI1jY\n+GTFbLQQfW9qFTgsft6DKClybAyqRMXy1GaFrSXzOUIRwXpC2aGfZDlg2voHQK0VH32NMkUKq473\noNyoCdm5bRn0G+7X9mw+rM3Mn4f+wX1LPkoos1i/vBc/UZhjnqnMuud+MSqyDVER4V0GPS+RsnHm\nF//vmnOu7VxGNBtjgPcitxh1OiwFjrEe/RhLcwjXDTrXkPk85t4rnfUH9J3o81N7fbwPfTI7q40x\nTH8Y9P0hU+W5f/wuYayhmtMfUPj4PT+zuSCeepDlW6NfUL6uu0bxvsxx/ERpo9y0K8/Ndh+oP3af\nUK5q/S+tSBljjDHGdGReKVIoNawmsXJY7cfVdszRMug+M8T94agMlCjl7WFVHM/Iw0rmfTP/gWip\ns29cm9kdnyxW33FffFCwtmjHmI8K6wHrrKt1AplyUW1NtFRsIpk1iC9VqT/w/lht1Bv1w//5HO+V\nqQpEbEXlqJbMt4/xhtqB6lKCclM//MSa5f3wDcS/BSs6Wr2M85jPqg3UbcyB1VWRilE+0beirS8J\nbdg1Rxa+IdQRavQwziWcjei/OGp4L3zBUPcz/7oMridnYdwFob5K0Zb0YfJPZWMojuFh+RiV+i39\nnP7EdwvfRdHPMJ6zWZufi3FE/VFvtXM99cFuRinyOeZNo97bnnLCrhMZ5vn/8ccfX3W9FSljjDHG\nmI7MK0UK2AfFGoiRFdkqGshz0xWey/52bXZTKEVJYR2gDLGPi6XP+2fvF31CSopHBKUEqwMrAmsy\n+oK1BauDCA/uR7mxAlEchnUCOVYM7V86uw3/iqz+Smf/lfxq+H3JHyW2P0QrEms3850DfPyo17a+\nYJQXK5//U76uSiIqCeMX65P3ilZopsZQr7QPkTaDMKjPEIoUYwhLnDJGX40IFjBjf1DfGXLC0XcZ\n84P6gGXQloztqCoOG+YU6p05u+35mSh/9GX6XoxIjbsHEdoXRZI5NcL1zO3Z59pSOuWhNvoMiPht\nmwuPemSuYBzU3gc/ytroVt4X5Yg5PzuPFOUwKlYombQP/6f9zz777DnLYUXKGGOMMaYj81KRip71\nrE5jfp2MttmDI9u2bev7P5EwtdTmfiGXCwpKzLS9efPmqvu09XtgFY8lj/WwdetWScPzlaKdUBqw\nIlGqahUNFIuS/wNWD+Uv1UvMWnzBBRdUlQdK/itHH320pKY/Zsom5zthzfKeWJEonHwOYpZnIBP5\noCe4cz3viRXX1v8AtYL+xvigf2D1oZbw/jGLMdC++OIN6mMn5QpQlt0eOCWACF8UEfoibVjKaxTV\nZ+ZA7t+Wr3zlK5IapYufozrjL/rBdY1SrCWqkoz1rnPhzp07Je3rr8j9szkRRYsxSj/KFJj43ZX5\nFLVlGOdN7k3XUxl4/67fIfT7WkWW6EpyP3KWJf0v7mLFuSs7t5TvxNqIYCtSxhhjjDEdmZgiNTU1\n1dqSrF0dZrkiasG3BA/+ttRaFfFEapQ3rIHSvje0PQsPKxmlDWWmrfJWy6D+J7WROFh1RJp0PXMR\nuuQnkprzzsgg/8UvfnHOz6Ms0d68R/QVon/gv1Fi0HqPChpWYttxm+UMQlVgnKH+8DmiBEu0zRY+\nF/gWoZqWlBX8vog4RH3Dv4x34Sf+eNRJqY26RnVRt1jssc9wqgI+I6jwg54PSb2NmqhExcjOWpir\nuU98f9oHNR0fONqP9udnCa5nbqFfjFrBGxZZ3i4YdDeorS8XfOtb35K0b07Jt771rX33ZdeFXI3v\neMc7JEm33367pEax4rujVhmzImWMMcYY05GJKVI1Vi2e+FhVWOzRQ7/tvj9WHvugJQWLVTf74Vhx\nWNBE30Gtxc7qNypflItIkGhxDyv3SO3J5sMCPwJ8b9jXRnGhfZ9++um+60q+PlzH/fDBoZ1Q/Gqj\n11CU6Fe0U1QGY34s+glWDP4ytf4LfC5axVHVoD+gbgyqItQyqB9Gphpw36iAlU60nw3agDbk//gg\n4QsToW9GRYW+Rb6aqDxguZJnB4ucPksfRKGizbhvlvuOv0efDuYEfEGYk/g/fQ6fD/oK5SOqjs9j\nqcfzPecL1AO+LCiGKDjM3Yxx5g7GJPUflSCozY+E0tHWPzASVfJaJWtQUJJQYqgPvgNKOeHoz9T/\noLn3hgXjNlMG7733XklNuYlopt9/9rOf7fs8/Z/+UxtRPj9qwxhjjDFmP2SqN4yQl7YPnZrS9PT0\nuB9rjDHGGNOa6enpdLfJipQxxhhjTEcmtiG+tyKFfJ9SRwAACYRJREFUT9Cwz4HiGeNSv4b1PPIm\nse+f+XXwnOuuu05Ss++NjxD+FDESgpwyPAdfs+hvwP4wvkDve9/7Or+TMcYY81rEipQxxhhjTEfm\nRYgGGaDJyNwWcooQkRCzlO5voAARkVOCaLYY1Zbl5CCCKTvLb9BcIMYYY8zrBStSxhhjjDEdmReK\nVJYHh/OOyBVBLhd8qsgITW6QTGFpy9q1ayU1PkalzNQlyAJbe1Ygyho5ULpSmxndGGOMMd2wImWM\nMcYY05F5oUg999xzs/6eqDF8f/D52b1790jLw/1jpuW2oJyhrKEMoUjx93jCPFlkB816ayXKGGOM\nGS1WpIwxxhhjOjIvFCl8oDixGWI0WinPFPfpCudgcaYZylBb8K36yZ/8SUnN+T47duzo+9yhhx4q\nqVHeeD9OqObv3GdYSpUxxhhjhoMVKWOMMcaYjkxMkTrooINmFCAycnNSeQafJ6rt2Wef3eeeg4Cv\nEid987MtlBNfKDKGx+hETgJHAQOey0n0+FLFz42KeMJ6PLHcGGOMMa9iRcoYY4wxpiMTU6R++qd/\nekZ5Id8RGb2zE5bxNUKhOfDAV4vPfbJM3rX853/+p6TBFRii/ci4TjkjKD7RNwyoB+4zLkWKeqSe\neb4xxhhj+rEiZYwxxhjTkYkpUnv7H8Uot8xXiqg1FJzow5QpO7UM2xcIH6mXXnpp1r/XlhflClCK\nBgWlCUUQHy6UOUApNMYYY0w/VqSMMcYYYzoyMUXqx37sx2Z8gMifRAbwTJHi95nPDlF3//Ef/zGU\nMkYfrAyiDtte1xYUOd4zQrQgxChB6hcFasWKFZKaPF2PPfbYrPfNfNaMMcaY1ztWpIwxxhhjOjIx\nRepNb3rTTH4lfKRQSvbs2dP3WTKWo4xk0WvPP//8nM/EB6tWsapVlMhADrwHxOi9rtF3KEcxszlK\nFb5TKFN8/k1vepMk6Q1veEPf54H6QLHic9R3FnVojDHGvN6xImWMMcYY05GJSQ27du2aUUJKZ+Sh\nlOCL1DU677DDDpPUKC3cB8Wla9QemdYBJQjl541vfKOkJsM5ig95scg7FX2aMuLnli1bJmnfjOjU\n18/8zM9IavJDofgRjfev//qvVc81xhhjTD9WpIwxxhhjOjIxRWpvP6WSwnTwwQdLaqL7UHZqQZnB\nF+vNb36zpEYx+s53viOpUaTwKUL5iT5N+CL97M/+rCRp4cKFsz4XZQrFKcLz8KGqVaQiu3fvlrSv\n7xcK1L/8y790uq8xxhhj5saKlDHGGGNMR+ZFOBY+PGQCj3mknn322ar7oDChBMHhhx8uSVq6dGnf\n7/FVij5FXP/P//zPkppM3yhZJ5xwQt/nfvSjH1WVL5Lly2rLsPJmAYob9RMznZvRsmvXLh111FGT\nLob5f9we8we3xfzC7fEqVqSMmWeU0niY8eL2mD+4LeYXbo9XmZgiddZZZ2nt2rVjedall14659+X\nLFky6+/f9ra3dXre9PR0p+u6Mujz7rvvvrG1hTHGGPNawoqUMcYYY0xHpnoTOEjt7LPP1v333z/u\nxxpjjDHGtOass87SP/7jP876t4kspIwxxhhjXgt4a88YY4wxpiNeSBljjDHGdGTsC6m7775bxxxz\njJYuXaobbrhh3I83khYtWqSVK1dqzZo1OuWUUyRJ//Zv/6b169dr2bJlOuecc4aW48r0c8UVV+iQ\nQw7RihUrZn43V91ff/31Wrp0qY455hjdc889kyjya5rZ2mN6eloLFy7UmjVrtGbNGm3atGnmb26P\n0bJ7926tXbtWy5cv1/HHH6+bb75ZksfIJMjawuNjFnpj5H//9397ixcv7u3atav3yiuv9FatWtXb\nuXPnOItger3eokWLet/97nf7fveBD3ygd8MNN/R6vV7vox/9aO+aa66ZRNFe8zzwwAO9xx57rHf8\n8cfP/C6r+x07dvRWrVrVe+WVV3q7du3qLV68uPfDH/5wIuV+rTJbe0xPT/c+9rGP7fNZt8fo2bNn\nT2/btm29Xq/X+973vtdbtmxZb+fOnR4jEyBrC4+PfRmrIrV161YtWbJEixYt0oIFC3TxxRdr48aN\n4yyC+X96IcbgC1/4gi6//HJJ0uWXX67Pf/7zkyjWa54zzzxTP/VTP9X3u6zuN27cqEsuuUQLFizQ\nokWLtGTJEm3dunXsZX4tM1t7SPuOD8ntMQ4OPfRQrV69WtKrZ6Mee+yxevHFFz1GJkDWFpLHR2Ss\nC6kXX3xRRx555Mz/Fy5cONMwZnxMTU1p3bp1Oumkk3TrrbdKevVg40MOOUSSdMghh/ig4zGS1f1L\nL73UdyC2x8v4+PjHP65Vq1bpyiuvnNlGcnuMl+eff17btm3Tqaee6jEyYWiL0047TZLHR2SsC6mp\nqalxPs4kbNmyRdu2bdOmTZt0yy23aPPmzX1/n5qacltNiFLdu11Gz3ve8x7t2rVL27dv12GHHaYN\nGzakn3V7jIaXX35ZF154oW666Sa98Y1v7Pubx8h4efnll3XRRRfppptu0kEHHeTxMQtjXUgdccQR\n2r1798z/d+/e3beCNePhsMMOk/TqYdEXXHCBtm7dqkMOOUTf/va3JUl79uyZOaDZjJ6s7uN4eeGF\nF3TEEUdMpIyvJ9785jfPfFlfddVVM9sTbo/x8IMf/EAXXnihLrvsMp1//vmSPEYmBW1x6aWXzrSF\nx8e+jHUhddJJJ+mZZ57R888/r1deeUWf+9zndN55542zCK97/vu//1vf+973JEn/9V//pXvuuUcr\nVqzQeeedp9tvv12SdPvtt88MGjN6sro/77zz9Nd//dd65ZVXtGvXLj3zzDMzUZZmdOzZs2fm33fe\needMRJ/bY/T0ej1deeWVOu644/T+979/5vceI+MnawuPj1kYt3f7XXfd1Vu2bFlv8eLFveuuu27c\nj3/d881vfrO3atWq3qpVq3rLly+faYPvfve7vbe//e29pUuX9tavX9/793//9wmX9LXJxRdf3Dvs\nsMN6CxYs6C1cuLB32223zVn3H/nIR3qLFy/uHX300b277757giV/bRLb41Of+lTvsssu661YsaK3\ncuXK3rve9a7et7/97ZnPuz1Gy+bNm3tTU1O9VatW9VavXt1bvXp1b9OmTR4jE2C2trjrrrs8PmbB\nR8QYY4wxxnTEmc2NMcYYYzrihZQxxhhjTEe8kDLGGGOM6YgXUsYYY4wxHfFCyhhjjDGmI15IGWOM\nMcZ0xAspY4wxxpiOeCFljDHGGNOR/wM+hTPIf67+9QAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1024c1750>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fourth layer output, `conv4` (rectified, all 384 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['conv4'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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DikZxoXypnBtE4XnEB8oKEQ+8eoSJR0Ckct/k8kgR4YFaQD95bhKsXdqVSBTq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\nntJ3vvMdvelNb5IkvelNb9K3v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/uRcjLUk+c69t5770HHmTZ9Y8gcFDvPJqsFFYD+jrxr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\najtMAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1024f9490>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fifth layer output, `conv5` (rectified, all 256 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['conv5'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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yT6dF9SKz11Nvb++Ir9nrUCrP1b/m2traJJU31JbKm/IeOHAggRk3D3vtppnO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\nAAAAT0ykAAAAPDGRAgAA8PQ/lmdbw7Uf8/AAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13062c050>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fifth layer after pooling, `pool5`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['pool5'].data[4]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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trc2I3XXXXUYsOzvbMbvo046Bn/z+ftC2Nz4+bvXaJUuWGLGhoSEjZtvkvnr1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\nAADggCIKAADAAUUUAACAg/8HpmefGRs0f3EAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13063e810>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first fully connected layer, `fc6` (rectified)\n",
      "\n",
      "We show the output values and the histogram of the positive values"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['fc6'].data[4]\n",
      "plt.subplot(2, 1, 1)\n",
      "plt.plot(feat.flat)\n",
      "plt.subplot(2, 1, 2)\n",
      "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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4GFM5nE/dUhNXsN5+e+CtgLT7YJWT9x3EZgfhSnWYmDavKq3/sOsn6BAD5WK4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\nFO7/RF8068UAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1024f8d90>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second fully connected layer, `fc7` (rectified)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['fc7'].data[4]\n",
      "plt.subplot(2, 1, 1)\n",
      "plt.plot(feat.flat)\n",
      "plt.subplot(2, 1, 2)\n",
      "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HPs37Na6yhw0eCpkc21lOHHNQFevSzj15Gra7rFwrqpc0cp56yttyGzdKgwZ5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\nAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b0e8910>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The final probability output, `prob`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.blobs['prob'].data[4]\n",
      "plt.plot(feat.flat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "[<matplotlib.lines.Line2D at 0x12b260710>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cGW1tbQPbvPjii/HJT34y7r333vj93//9I9o3ojJjVmUI8IEsXhyxYUPEE09E3HBDxN/9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\nQzeSSiDvWgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13119c350>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's see the top 5 predicted labels."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
      "try:\n",
      "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
      "except:\n",
      "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
      "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "top_k = net.blobs['prob'].data[4].flatten().argsort()[-1:-6:-1]\n",
      "print labels[top_k]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['n02115913 dhole, Cuon alpinus' 'n02119022 red fox, Vulpes vulpes'\n",
        " 'n02119789 kit fox, Vulpes macrotis' 'n02123159 tiger cat'\n",
        " 'n02123045 tabby, tabby cat']\n"
       ]
      }
     ],
     "prompt_number": 20
    }
   ],
   "metadata": {}
  }
 ]
}
